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Pretrained Models #2

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OrkhanHI opened this issue Dec 14, 2020 · 3 comments
Open

Pretrained Models #2

OrkhanHI opened this issue Dec 14, 2020 · 3 comments

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@OrkhanHI
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Hi, do you have pretrained models?

Thanks,
Orkhan
@voqtuyen
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Owner

Thanks for your question, but unfortunately i do not keep a pretrained model

@610821216
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Depth_map is used in the program..but i did not find it in your dataset

@punitha-valli
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@voqtuyen @OrkhanHI @610821216 @tuyenqv @OrkhanHI

Hi,

I have got the ACER as 40 % by using the OULU-NPU dataset with the CDCN Sorce code

and the roc curve is very flat

CAn you please reply , me

it will be a great help

Thank you in advance

Oulu-NPU, P1:
train from scratch!
epoch:1, Train: Absolute_Depth_loss= 0.0552, Contrastive_Depth_loss= 0.0072

epoch:1, Val: val_threshold= 0.0003, val_ACC= 0.4341, val_ACER= 0.5731
epoch:1, Test: ACC= 0.1279, APCER= 0.9740, BPCER= 0.0000, ACER= 0.4870
epoch:2, Train: Absolute_Depth_loss= 0.0532, Contrastive_Depth_loss= 0.0059
epoch:3, Train: Absolute_Depth_loss= 0.0512, Contrastive_Depth_loss= 0.0059
epoch:4, Train: Absolute_Depth_loss= 0.0491, Contrastive_Depth_loss= 0.0055
epoch:5, Train: Absolute_Depth_loss= 0.0483, Contrastive_Depth_loss= 0.0052
epoch:6, Train: Absolute_Depth_loss= 0.0479, Contrastive_Depth_loss= 0.0049
epoch:7, Train: Absolute_Depth_loss= 0.0479, Contrastive_Depth_loss= 0.0049
epoch:8, Train: Absolute_Depth_loss= 0.0473, Contrastive_Depth_loss= 0.0048
epoch:9, Train: Absolute_Depth_loss= 0.0473, Contrastive_Depth_loss= 0.0048
epoch:10, Train: Absolute_Depth_loss= 0.0479, Contrastive_Depth_loss= 0.0048
epoch:11, Train: Absolute_Depth_loss= 0.0474, Contrastive_Depth_loss= 0.0048
epoch:12, Train: Absolute_Depth_loss= 0.0471, Contrastive_Depth_loss= 0.0048
epoch:13, Train: Absolute_Depth_loss= 0.0480, Contrastive_Depth_loss= 0.0048
epoch:14, Train: Absolute_Depth_loss= 0.0475, Contrastive_Depth_loss= 0.0047
epoch:15, Train: Absolute_Depth_loss= 0.0474, Contrastive_Depth_loss= 0.0047
epoch:16, Train: Absolute_Depth_loss= 0.0475, Contrastive_Depth_loss= 0.0047
epoch:17, Train: Absolute_Depth_loss= 0.0475, Contrastive_Depth_loss= 0.0047
epoch:18, Train: Absolute_Depth_loss= 0.0472, Contrastive_Depth_loss= 0.0047
epoch:19, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0047
epoch:20, Train: Absolute_Depth_loss= 0.0472, Contrastive_Depth_loss= 0.0047
epoch:21, Train: Absolute_Depth_loss= 0.0472, Contrastive_Depth_loss= 0.0047

epoch:21, Val: val_threshold= 0.0007, val_ACC= 0.5659, val_ACER= 0.4511
epoch:21, Test: ACC= 0.5581, APCER= 0.3167, BPCER= 0.7308, ACER= 0.5237
epoch:22, Train: Absolute_Depth_loss= 0.0472, Contrastive_Depth_loss= 0.0047
epoch:23, Train: Absolute_Depth_loss= 0.0475, Contrastive_Depth_loss= 0.0047
epoch:24, Train: Absolute_Depth_loss= 0.0476, Contrastive_Depth_loss= 0.0047
epoch:25, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0046
epoch:26, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0047
epoch:27, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0047
epoch:28, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046
epoch:29, Train: Absolute_Depth_loss= 0.0477, Contrastive_Depth_loss= 0.0047
epoch:30, Train: Absolute_Depth_loss= 0.0471, Contrastive_Depth_loss= 0.0046
epoch:31, Train: Absolute_Depth_loss= 0.0475, Contrastive_Depth_loss= 0.0046
epoch:32, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046
epoch:33, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0046
epoch:34, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046
epoch:35, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0046
epoch:36, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046
epoch:37, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0046
epoch:38, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046
epoch:39, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0046
epoch:40, Train: Absolute_Depth_loss= 0.0472, Contrastive_Depth_loss= 0.0046
epoch:41, Train: Absolute_Depth_loss= 0.0473, Contrastive_Depth_loss= 0.0046

epoch:41, Val: val_threshold= 0.0008, val_ACC= 0.4806, val_ACER= 0.5265
epoch:41, Test: ACC= 0.5000, APCER= 0.4861, BPCER= 0.5714, ACER= 0.5288
epoch:42, Train: Absolute_Depth_loss= 0.0471, Contrastive_Depth_loss= 0.0046
epoch:43, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046
epoch:44, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046
epoch:45, Train: Absolute_Depth_loss= 0.0471, Contrastive_Depth_loss= 0.0046
epoch:46, Train: Absolute_Depth_loss= 0.0473, Contrastive_Depth_loss= 0.0046
epoch:47, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0046
epoch:48, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046
epoch:49, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046
epoch:50, Train: Absolute_Depth_loss= 0.0461, Contrastive_Depth_loss= 0.0046
epoch:51, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0046
epoch:52, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046
epoch:53, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046
epoch:54, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0046
epoch:55, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0046
epoch:56, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0046
epoch:57, Train: Absolute_Depth_loss= 0.0471, Contrastive_Depth_loss= 0.0046
epoch:58, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0046
epoch:59, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0046
epoch:60, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0046
epoch:61, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0046

epoch:61, Val: val_threshold= 0.0008, val_ACC= 0.5504, val_ACER= 0.4556
epoch:61, Test: ACC= 0.6163, APCER= 0.3571, BPCER= 0.5000, ACER= 0.4286
epoch:62, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046
epoch:63, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0046
epoch:64, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0046
epoch:65, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0046
epoch:66, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0046
epoch:67, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0046
epoch:68, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045
epoch:69, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046
epoch:70, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046
epoch:71, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0046
epoch:72, Train: Absolute_Depth_loss= 0.0471, Contrastive_Depth_loss= 0.0046
epoch:73, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0046
epoch:74, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0046
epoch:75, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046
epoch:76, Train: Absolute_Depth_loss= 0.0473, Contrastive_Depth_loss= 0.0046
epoch:77, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0046
epoch:78, Train: Absolute_Depth_loss= 0.0475, Contrastive_Depth_loss= 0.0046
epoch:79, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0046
epoch:80, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045
epoch:81, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045

epoch:81, Val: val_threshold= 0.0009, val_ACC= 0.4884, val_ACER= 0.5182
epoch:81, Test: ACC= 0.4767, APCER= 0.5278, BPCER= 0.5000, ACER= 0.5139
epoch:82, Train: Absolute_Depth_loss= 0.0475, Contrastive_Depth_loss= 0.0046
epoch:83, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0046
epoch:84, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046
epoch:85, Train: Absolute_Depth_loss= 0.0473, Contrastive_Depth_loss= 0.0046
epoch:86, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0046
epoch:87, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046
epoch:88, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045
epoch:89, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045
epoch:90, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046
epoch:91, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:92, Train: Absolute_Depth_loss= 0.0474, Contrastive_Depth_loss= 0.0046
epoch:93, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045
epoch:94, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:95, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:96, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046
epoch:97, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:98, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046
epoch:99, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0046
epoch:100, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045
epoch:101, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0045

epoch:101, Val: val_threshold= 0.0008, val_ACC= 0.5116, val_ACER= 0.5040
epoch:101, Test: ACC= 0.6628, APCER= 0.2838, BPCER= 0.6667, ACER= 0.4752
epoch:102, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045
epoch:103, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045
epoch:104, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045
epoch:105, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045
epoch:106, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045
epoch:107, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045
epoch:108, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045
epoch:109, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045
epoch:110, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:111, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0046
epoch:112, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:113, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0045
epoch:114, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0045
epoch:115, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:116, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045
epoch:117, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045
epoch:118, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045
epoch:119, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:120, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045
epoch:121, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045

epoch:121, Val: val_threshold= 0.0008, val_ACC= 0.5039, val_ACER= 0.5036
epoch:121, Test: ACC= 0.5116, APCER= 0.4531, BPCER= 0.5909, ACER= 0.5220
epoch:122, Train: Absolute_Depth_loss= 0.0457, Contrastive_Depth_loss= 0.0045
epoch:123, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:124, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045
epoch:125, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045
epoch:126, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0045
epoch:127, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045
epoch:128, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0045
epoch:129, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0045
epoch:130, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0045
epoch:131, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:132, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045
epoch:133, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:134, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045
epoch:135, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045
epoch:136, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0045
epoch:137, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0045
epoch:138, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045
epoch:139, Train: Absolute_Depth_loss= 0.0457, Contrastive_Depth_loss= 0.0045
epoch:140, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045
epoch:141, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0045

epoch:141, Val: val_threshold= 0.0006, val_ACC= 0.4574, val_ACER= 0.5542
epoch:141, Test: ACC= 0.5233, APCER= 0.4853, BPCER= 0.4444, ACER= 0.4649
epoch:142, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045
epoch:143, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:144, Train: Absolute_Depth_loss= 0.0461, Contrastive_Depth_loss= 0.0045
epoch:145, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045
epoch:146, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045
epoch:147, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0045
epoch:148, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:149, Train: Absolute_Depth_loss= 0.0456, Contrastive_Depth_loss= 0.0045
epoch:150, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:151, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0045
epoch:152, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0045
epoch:153, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045
epoch:154, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0045
epoch:155, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:156, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0045
epoch:157, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0045
epoch:158, Train: Absolute_Depth_loss= 0.0461, Contrastive_Depth_loss= 0.0045
epoch:159, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045
epoch:160, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0045
epoch:161, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0045

epoch:161, Val: val_threshold= 0.0009, val_ACC= 0.4496, val_ACER= 0.5664
epoch:161, Test: ACC= 0.5233, APCER= 0.4265, BPCER= 0.6667, ACER= 0.5466
epoch:162, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0045
epoch:163, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045
epoch:164, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045
epoch:165, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0045
epoch:166, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045
epoch:167, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:168, Train: Absolute_Depth_loss= 0.0459, Contrastive_Depth_loss= 0.0045
epoch:169, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045
epoch:170, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:171, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045
epoch:172, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045
epoch:173, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045
epoch:174, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045
epoch:175, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045
epoch:176, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045
epoch:177, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045
epoch:178, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045
epoch:179, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0045
epoch:180, Train: Absolute_Depth_loss= 0.0461, Contrastive_Depth_loss= 0.0045
epoch:181, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045

epoch:181, Val: val_threshold= 0.0008, val_ACC= 0.3953, val_ACER= 0.5943
epoch:181, Test: ACC= 0.6860, APCER= 0.2647, BPCER= 0.5000, ACER= 0.3824
epoch:182, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045
epoch:183, Train: Absolute_Depth_loss= 0.0457, Contrastive_Depth_loss= 0.0045
epoch:184, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:185, Train: Absolute_Depth_loss= 0.0457, Contrastive_Depth_loss= 0.0045
epoch:186, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045
epoch:187, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:188, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045
epoch:189, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045
epoch:190, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045
epoch:191, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045
epoch:192, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045
epoch:193, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0045
epoch:194, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045
epoch:195, Train: Absolute_Depth_loss= 0.0457, Contrastive_Depth_loss= 0.0044
epoch:196, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045
epoch:197, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045
epoch:198, Train: Absolute_Depth_loss= 0.0459, Contrastive_Depth_loss= 0.0045
epoch:199, Train: Absolute_Depth_loss= 0.0459, Contrastive_Depth_loss= 0.0045
epoch:200, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045
epoch:201, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045

epoch:201, Val: val_threshold= 0.0007, val_ACC= 0.5504, val_ACER= 0.4477
epoch:201, Test: ACC= 0.5233, APCER= 0.5077, BPCER= 0.3810, ACER= 0.4443
epoch:202, Train: Absolute_Depth_loss= 0.0461, Contrastive_Depth_loss= 0.0045
epoch:203, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045
epoch:204, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045
epoch:205, Train: Absolute_Depth_loss= 0.0461, Contrastive_Depth_loss= 0.0045
epoch:206, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045
epoch:207, Train: Absolute_Depth_loss= 0.0454, Contrastive_Depth_loss= 0.0045
epoch:208, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045
epoch:209, Train: Absolute_Depth_loss= 0.0456, Contrastive_Depth_loss= 0.0045
epoch:210, Train: Absolute_Depth_loss= 0.0459, Contrastive_Depth_loss= 0.0045
epoch:211, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045
epoch:212, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045
epoch:213, Train: Absolute_Depth_loss= 0.0457, Contrastive_Depth_loss= 0.0045
epoch:214, Train: Absolute_Depth_loss= 0.0459, Contrastive_Depth_loss= 0.0045
epoch:215, Train: Absolute_Depth_loss= 0.0456, Contrastive_Depth_loss= 0.0045
epoch:216, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045
epoch:217, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0046
epoch:218, Train: Absolute_Depth_loss= 0.0453, Contrastive_Depth_loss= 0.0045
epoch:219, Train: Absolute_Depth_loss= 0.0451, Contrastive_Depth_loss= 0.0045
epoch:220, Train: Absolute_Depth_loss= 0.0456, Contrastive_Depth_loss= 0.0045
epoch:221, Train: Absolute_Depth_loss= 0.0459, Contrastive_Depth_loss= 0.0046

epoch:221, Val: val_threshold= 0.0009, val_ACC= 0.5891, val_ACER= 0.4292
epoch:221, Test: ACC= 0.3023, APCER= 0.8056, BPCER= 0.1429, ACER= 0.4742
epoch:222, Train: Absolute_Depth_loss= 0.0455, Contrastive_Depth_loss= 0.0046
epoch:223, Train: Absolute_Depth_loss= 0.0452, Contrastive_Depth_loss= 0.0045
epoch:224, Train: Absolute_Depth_loss= 0.0451, Contrastive_Depth_loss= 0.0046
epoch:225, Train: Absolute_Depth_loss= 0.0455, Contrastive_Depth_loss= 0.0046
epoch:226, Train: Absolute_Depth_loss= 0.0457, Contrastive_Depth_loss= 0.0046
epoch:227, Train: Absolute_Depth_loss= 0.0453, Contrastive_Depth_loss= 0.0046
epoch:228, Train: Absolute_Depth_loss= 0.0452, Contrastive_Depth_loss= 0.0046
epoch:229, Train: Absolute_Depth_loss= 0.0449, Contrastive_Depth_loss= 0.0046
epoch:230, Train: Absolute_Depth_loss= 0.0446, Contrastive_Depth_loss= 0.0046
epoch:231, Train: Absolute_Depth_loss= 0.0456, Contrastive_Depth_loss= 0.0047
epoch:232, Train: Absolute_Depth_loss= 0.0452, Contrastive_Depth_loss= 0.0046
epoch:233, Train: Absolute_Depth_loss= 0.0450, Contrastive_Depth_loss= 0.0046
epoch:234, Train: Absolute_Depth_loss= 0.0451, Contrastive_Depth_loss= 0.0046
epoch:235, Train: Absolute_Depth_loss= 0.0450, Contrastive_Depth_loss= 0.0047
epoch:236, Train: Absolute_Depth_loss= 0.0453, Contrastive_Depth_loss= 0.0047
epoch:237, Train: Absolute_Depth_loss= 0.0448, Contrastive_Depth_loss= 0.0047
epoch:238, Train: Absolute_Depth_loss= 0.0444, Contrastive_Depth_loss= 0.0047
epoch:239, Train: Absolute_Depth_loss= 0.0446, Contrastive_Depth_loss= 0.0047
epoch:240, Train: Absolute_Depth_loss= 0.0447, Contrastive_Depth_loss= 0.0047
epoch:241, Train: Absolute_Depth_loss= 0.0446, Contrastive_Depth_loss= 0.0047

epoch:241, Val: val_threshold= 0.0007, val_ACC= 0.5969, val_ACER= 0.4047
epoch:241, Test: ACC= 0.6047, APCER= 0.4242, BPCER= 0.3000, ACER= 0.3621
epoch:242, Train: Absolute_Depth_loss= 0.0444, Contrastive_Depth_loss= 0.0047
epoch:243, Train: Absolute_Depth_loss= 0.0443, Contrastive_Depth_loss= 0.0047
epoch:244, Train: Absolute_Depth_loss= 0.0438, Contrastive_Depth_loss= 0.0047
epoch:245, Train: Absolute_Depth_loss= 0.0440, Contrastive_Depth_loss= 0.0047
epoch:246, Train: Absolute_Depth_loss= 0.0444, Contrastive_Depth_loss= 0.0047
epoch:247, Train: Absolute_Depth_loss= 0.0450, Contrastive_Depth_loss= 0.0047
epoch:248, Train: Absolute_Depth_loss= 0.0442, Contrastive_Depth_loss= 0.0047
epoch:249, Train: Absolute_Depth_loss= 0.0444, Contrastive_Depth_loss= 0.0047
epoch:250, Train: Absolute_Depth_loss= 0.0434, Contrastive_Depth_loss= 0.0047
epoch:251, Train: Absolute_Depth_loss= 0.0441, Contrastive_Depth_loss= 0.0048
epoch:252, Train: Absolute_Depth_loss= 0.0445, Contrastive_Depth_loss= 0.0048
epoch:253, Train: Absolute_Depth_loss= 0.0439, Contrastive_Depth_loss= 0.0048
epoch:254, Train: Absolute_Depth_loss= 0.0431, Contrastive_Depth_loss= 0.0047
epoch:255, Train: Absolute_Depth_loss= 0.0433, Contrastive_Depth_loss= 0.0048
epoch:256, Train: Absolute_Depth_loss= 0.0429, Contrastive_Depth_loss= 0.0048
epoch:257, Train: Absolute_Depth_loss= 0.0437, Contrastive_Depth_loss= 0.0048
epoch:258, Train: Absolute_Depth_loss= 0.0432, Contrastive_Depth_loss= 0.0048
epoch:259, Train: Absolute_Depth_loss= 0.0437, Contrastive_Depth_loss= 0.0048
epoch:260, Train: Absolute_Depth_loss= 0.0431, Contrastive_Depth_loss= 0.0047
epoch:261, Train: Absolute_Depth_loss= 0.0424, Contrastive_Depth_loss= 0.0049

epoch:261, Val: val_threshold= 0.0005, val_ACC= 0.5426, val_ACER= 0.4660
epoch:261, Test: ACC= 0.3953, APCER= 0.6986, BPCER= 0.0769, ACER= 0.3878
epoch:262, Train: Absolute_Depth_loss= 0.0439, Contrastive_Depth_loss= 0.0048
epoch:263, Train: Absolute_Depth_loss= 0.0426, Contrastive_Depth_loss= 0.0049
epoch:264, Train: Absolute_Depth_loss= 0.0424, Contrastive_Depth_loss= 0.0049
epoch:265, Train: Absolute_Depth_loss= 0.0423, Contrastive_Depth_loss= 0.0048
epoch:266, Train: Absolute_Depth_loss= 0.0425, Contrastive_Depth_loss= 0.0049
epoch:267, Train: Absolute_Depth_loss= 0.0425, Contrastive_Depth_loss= 0.0049
epoch:268, Train: Absolute_Depth_loss= 0.0416, Contrastive_Depth_loss= 0.0049
epoch:269, Train: Absolute_Depth_loss= 0.0424, Contrastive_Depth_loss= 0.0050
epoch:270, Train: Absolute_Depth_loss= 0.0426, Contrastive_Depth_loss= 0.0049
epoch:271, Train: Absolute_Depth_loss= 0.0422, Contrastive_Depth_loss= 0.0049
epoch:272, Train: Absolute_Depth_loss= 0.0414, Contrastive_Depth_loss= 0.0049
epoch:273, Train: Absolute_Depth_loss= 0.0420, Contrastive_Depth_loss= 0.0051
epoch:274, Train: Absolute_Depth_loss= 0.0418, Contrastive_Depth_loss= 0.0051
epoch:275, Train: Absolute_Depth_loss= 0.0419, Contrastive_Depth_loss= 0.0050
epoch:276, Train: Absolute_Depth_loss= 0.0408, Contrastive_Depth_loss= 0.0050
epoch:277, Train: Absolute_Depth_loss= 0.0412, Contrastive_Depth_loss= 0.0050
epoch:278, Train: Absolute_Depth_loss= 0.0410, Contrastive_Depth_loss= 0.0050
epoch:279, Train: Absolute_Depth_loss= 0.0412, Contrastive_Depth_loss= 0.0050
epoch:280, Train: Absolute_Depth_loss= 0.0410, Contrastive_Depth_loss= 0.0050
epoch:281, Train: Absolute_Depth_loss= 0.0410, Contrastive_Depth_loss= 0.0051

epoch:281, Val: val_threshold= 0.0007, val_ACC= 0.6047, val_ACER= 0.4019
epoch:281, Test: ACC= 0.5116, APCER= 0.4861, BPCER= 0.5000, ACER= 0.4931
epoch:282, Train: Absolute_Depth_loss= 0.0409, Contrastive_Depth_loss= 0.0050
epoch:283, Train: Absolute_Depth_loss= 0.0414, Contrastive_Depth_loss= 0.0051
epoch:284, Train: Absolute_Depth_loss= 0.0414, Contrastive_Depth_loss= 0.0051
epoch:285, Train: Absolute_Depth_loss= 0.0403, Contrastive_Depth_loss= 0.0051
epoch:286, Train: Absolute_Depth_loss= 0.0404, Contrastive_Depth_loss= 0.0051
epoch:287, Train: Absolute_Depth_loss= 0.0405, Contrastive_Depth_loss= 0.0051
epoch:288, Train: Absolute_Depth_loss= 0.0402, Contrastive_Depth_loss= 0.0050
epoch:289, Train: Absolute_Depth_loss= 0.0403, Contrastive_Depth_loss= 0.0052
epoch:290, Train: Absolute_Depth_loss= 0.0406, Contrastive_Depth_loss= 0.0051
epoch:291, Train: Absolute_Depth_loss= 0.0396, Contrastive_Depth_loss= 0.0052
epoch:292, Train: Absolute_Depth_loss= 0.0390, Contrastive_Depth_loss= 0.0052
epoch:293, Train: Absolute_Depth_loss= 0.0402, Contrastive_Depth_loss= 0.0051
epoch:294, Train: Absolute_Depth_loss= 0.0405, Contrastive_Depth_loss= 0.0051
epoch:295, Train: Absolute_Depth_loss= 0.0391, Contrastive_Depth_loss= 0.0052
epoch:296, Train: Absolute_Depth_loss= 0.0399, Contrastive_Depth_loss= 0.0052
epoch:297, Train: Absolute_Depth_loss= 0.0383, Contrastive_Depth_loss= 0.0052
epoch:298, Train: Absolute_Depth_loss= 0.0385, Contrastive_Depth_loss= 0.0052
epoch:299, Train: Absolute_Depth_loss= 0.0387, Contrastive_Depth_loss= 0.0052
epoch:300, Train: Absolute_Depth_loss= 0.0395, Contrastive_Depth_loss= 0.0052
epoch:301, Train: Absolute_Depth_loss= 0.0391, Contrastive_Depth_loss= 0.0052

epoch:301, Val: val_threshold= 0.0008, val_ACC= 0.5659, val_ACER= 0.4401
epoch:301, Test: ACC= 0.3837, APCER= 0.7833, BPCER= 0.2308, ACER= 0.5071
epoch:302, Train: Absolute_Depth_loss= 0.0394, Contrastive_Depth_loss= 0.0052
epoch:303, Train: Absolute_Depth_loss= 0.0384, Contrastive_Depth_loss= 0.0052
epoch:304, Train: Absolute_Depth_loss= 0.0393, Contrastive_Depth_loss= 0.0052
epoch:305, Train: Absolute_Depth_loss= 0.0382, Contrastive_Depth_loss= 0.0053
epoch:306, Train: Absolute_Depth_loss= 0.0390, Contrastive_Depth_loss= 0.0053
epoch:307, Train: Absolute_Depth_loss= 0.0380, Contrastive_Depth_loss= 0.0053
epoch:308, Train: Absolute_Depth_loss= 0.0385, Contrastive_Depth_loss= 0.0052
epoch:309, Train: Absolute_Depth_loss= 0.0374, Contrastive_Depth_loss= 0.0054
epoch:310, Train: Absolute_Depth_loss= 0.0376, Contrastive_Depth_loss= 0.0053
epoch:311, Train: Absolute_Depth_loss= 0.0379, Contrastive_Depth_loss= 0.0053
epoch:312, Train: Absolute_Depth_loss= 0.0379, Contrastive_Depth_loss= 0.0053
epoch:313, Train: Absolute_Depth_loss= 0.0369, Contrastive_Depth_loss= 0.0053
epoch:314, Train: Absolute_Depth_loss= 0.0375, Contrastive_Depth_loss= 0.0053
epoch:315, Train: Absolute_Depth_loss= 0.0368, Contrastive_Depth_loss= 0.0054
epoch:316, Train: Absolute_Depth_loss= 0.0373, Contrastive_Depth_loss= 0.0054
epoch:317, Train: Absolute_Depth_loss= 0.0370, Contrastive_Depth_loss= 0.0054
epoch:318, Train: Absolute_Depth_loss= 0.0356, Contrastive_Depth_loss= 0.0053
epoch:319, Train: Absolute_Depth_loss= 0.0365, Contrastive_Depth_loss= 0.0054
epoch:320, Train: Absolute_Depth_loss= 0.0365, Contrastive_Depth_loss= 0.0054
epoch:321, Train: Absolute_Depth_loss= 0.0371, Contrastive_Depth_loss= 0.0053

epoch:321, Val: val_threshold= 0.0009, val_ACC= 0.6589, val_ACER= 0.3960
epoch:321, Test: ACC= 0.5349, APCER= 0.3881, BPCER= 0.7368, ACER= 0.5625
epoch:322, Train: Absolute_Depth_loss= 0.0359, Contrastive_Depth_loss= 0.0054
epoch:323, Train: Absolute_Depth_loss= 0.0369, Contrastive_Depth_loss= 0.0054
epoch:324, Train: Absolute_Depth_loss= 0.0363, Contrastive_Depth_loss= 0.0054
epoch:325, Train: Absolute_Depth_loss= 0.0360, Contrastive_Depth_loss= 0.0054
epoch:326, Train: Absolute_Depth_loss= 0.0361, Contrastive_Depth_loss= 0.0054
epoch:327, Train: Absolute_Depth_loss= 0.0353, Contrastive_Depth_loss= 0.0055
epoch:328, Train: Absolute_Depth_loss= 0.0361, Contrastive_Depth_loss= 0.0055
epoch:329, Train: Absolute_Depth_loss= 0.0353, Contrastive_Depth_loss= 0.0054
epoch:330, Train: Absolute_Depth_loss= 0.0345, Contrastive_Depth_loss= 0.0055
epoch:331, Train: Absolute_Depth_loss= 0.0352, Contrastive_Depth_loss= 0.0055
epoch:332, Train: Absolute_Depth_loss= 0.0349, Contrastive_Depth_loss= 0.0055
epoch:333, Train: Absolute_Depth_loss= 0.0341, Contrastive_Depth_loss= 0.0056
epoch:334, Train: Absolute_Depth_loss= 0.0347, Contrastive_Depth_loss= 0.0055
epoch:335, Train: Absolute_Depth_loss= 0.0344, Contrastive_Depth_loss= 0.0056
epoch:336, Train: Absolute_Depth_loss= 0.0345, Contrastive_Depth_loss= 0.0056
epoch:337, Train: Absolute_Depth_loss= 0.0345, Contrastive_Depth_loss= 0.0055
epoch:338, Train: Absolute_Depth_loss= 0.0335, Contrastive_Depth_loss= 0.0055
epoch:339, Train: Absolute_Depth_loss= 0.0340, Contrastive_Depth_loss= 0.0055
epoch:340, Train: Absolute_Depth_loss= 0.0341, Contrastive_Depth_loss= 0.0055
epoch:341, Train: Absolute_Depth_loss= 0.0331, Contrastive_Depth_loss= 0.0055

epoch:341, Val: val_threshold= 0.0007, val_ACC= 0.5891, val_ACER= 0.4202
epoch:341, Test: ACC= 0.4884, APCER= 0.5152, BPCER= 0.5000, ACER= 0.5076
epoch:342, Train: Absolute_Depth_loss= 0.0336, Contrastive_Depth_loss= 0.0056
epoch:343, Train: Absolute_Depth_loss= 0.0338, Contrastive_Depth_loss= 0.0056
epoch:344, Train: Absolute_Depth_loss= 0.0337, Contrastive_Depth_loss= 0.0055
epoch:345, Train: Absolute_Depth_loss= 0.0335, Contrastive_Depth_loss= 0.0056
epoch:346, Train: Absolute_Depth_loss= 0.0331, Contrastive_Depth_loss= 0.0056
epoch:347, Train: Absolute_Depth_loss= 0.0334, Contrastive_Depth_loss= 0.0056
epoch:348, Train: Absolute_Depth_loss= 0.0332, Contrastive_Depth_loss= 0.0056
epoch:349, Train: Absolute_Depth_loss= 0.0326, Contrastive_Depth_loss= 0.0056
epoch:350, Train: Absolute_Depth_loss= 0.0332, Contrastive_Depth_loss= 0.0056
epoch:351, Train: Absolute_Depth_loss= 0.0334, Contrastive_Depth_loss= 0.0056
epoch:352, Train: Absolute_Depth_loss= 0.0317, Contrastive_Depth_loss= 0.0056
epoch:353, Train: Absolute_Depth_loss= 0.0322, Contrastive_Depth_loss= 0.0057
epoch:354, Train: Absolute_Depth_loss= 0.0319, Contrastive_Depth_loss= 0.0056
epoch:355, Train: Absolute_Depth_loss= 0.0317, Contrastive_Depth_loss= 0.0056
epoch:356, Train: Absolute_Depth_loss= 0.0324, Contrastive_Depth_loss= 0.0056
epoch:357, Train: Absolute_Depth_loss= 0.0323, Contrastive_Depth_loss= 0.0057
epoch:358, Train: Absolute_Depth_loss= 0.0322, Contrastive_Depth_loss= 0.0056
epoch:359, Train: Absolute_Depth_loss= 0.0320, Contrastive_Depth_loss= 0.0057
epoch:360, Train: Absolute_Depth_loss= 0.0309, Contrastive_Depth_loss= 0.0056
epoch:361, Train: Absolute_Depth_loss= 0.0308, Contrastive_Depth_loss= 0.0057

epoch:361, Val: val_threshold= 0.0010, val_ACC= 0.5116, val_ACER= 0.5026
epoch:361, Test: ACC= 0.4186, APCER= 0.6721, BPCER= 0.3600, ACER= 0.5161
epoch:362, Train: Absolute_Depth_loss= 0.0323, Contrastive_Depth_loss= 0.0057
epoch:363, Train: Absolute_Depth_loss= 0.0310, Contrastive_Depth_loss= 0.0057
epoch:364, Train: Absolute_Depth_loss= 0.0307, Contrastive_Depth_loss= 0.0057
epoch:365, Train: Absolute_Depth_loss= 0.0324, Contrastive_Depth_loss= 0.0057
epoch:366, Train: Absolute_Depth_loss= 0.0307, Contrastive_Depth_loss= 0.0057
epoch:367, Train: Absolute_Depth_loss= 0.0322, Contrastive_Depth_loss= 0.0057
epoch:368, Train: Absolute_Depth_loss= 0.0304, Contrastive_Depth_loss= 0.0056
epoch:369, Train: Absolute_Depth_loss= 0.0303, Contrastive_Depth_loss= 0.0057
epoch:370, Train: Absolute_Depth_loss= 0.0305, Contrastive_Depth_loss= 0.0057
epoch:371, Train: Absolute_Depth_loss= 0.0307, Contrastive_Depth_loss= 0.0057
epoch:372, Train: Absolute_Depth_loss= 0.0303, Contrastive_Depth_loss= 0.0057
epoch:373, Train: Absolute_Depth_loss= 0.0286, Contrastive_Depth_loss= 0.0057
epoch:374, Train: Absolute_Depth_loss= 0.0298, Contrastive_Depth_loss= 0.0057
epoch:375, Train: Absolute_Depth_loss= 0.0303, Contrastive_Depth_loss= 0.0057
epoch:376, Train: Absolute_Depth_loss= 0.0290, Contrastive_Depth_loss= 0.0057
epoch:377, Train: Absolute_Depth_loss= 0.0290, Contrastive_Depth_loss= 0.0057
epoch:378, Train: Absolute_Depth_loss= 0.0296, Contrastive_Depth_loss= 0.0057
epoch:379, Train: Absolute_Depth_loss= 0.0296, Contrastive_Depth_loss= 0.0057
epoch:380, Train: Absolute_Depth_loss= 0.0299, Contrastive_Depth_loss= 0.0058
epoch:381, Train: Absolute_Depth_loss= 0.0313, Contrastive_Depth_loss= 0.0057

epoch:381, Val: val_threshold= 0.0010, val_ACC= 0.6047, val_ACER= 0.4141
epoch:381, Test: ACC= 0.5000, APCER= 0.4857, BPCER= 0.5625, ACER= 0.5241
epoch:382, Train: Absolute_Depth_loss= 0.0297, Contrastive_Depth_loss= 0.0057
epoch:383, Train: Absolute_Depth_loss= 0.0293, Contrastive_Depth_loss= 0.0057
epoch:384, Train: Absolute_Depth_loss= 0.0299, Contrastive_Depth_loss= 0.0058
epoch:385, Train: Absolute_Depth_loss= 0.0305, Contrastive_Depth_loss= 0.0057
epoch:386, Train: Absolute_Depth_loss= 0.0284, Contrastive_Depth_loss= 0.0058
epoch:387, Train: Absolute_Depth_loss= 0.0295, Contrastive_Depth_loss= 0.0058
epoch:388, Train: Absolute_Depth_loss= 0.0293, Contrastive_Depth_loss= 0.0058
epoch:389, Train: Absolute_Depth_loss= 0.0288, Contrastive_Depth_loss= 0.0057
epoch:390, Train: Absolute_Depth_loss= 0.0293, Contrastive_Depth_loss= 0.0057
epoch:391, Train: Absolute_Depth_loss= 0.0276, Contrastive_Depth_loss= 0.0058
epoch:392, Train: Absolute_Depth_loss= 0.0293, Contrastive_Depth_loss= 0.0058
epoch:393, Train: Absolute_Depth_loss= 0.0289, Contrastive_Depth_loss= 0.0057
epoch:394, Train: Absolute_Depth_loss= 0.0275, Contrastive_Depth_loss= 0.0058
epoch:395, Train: Absolute_Depth_loss= 0.0284, Contrastive_Depth_loss= 0.0058
epoch:396, Train: Absolute_Depth_loss= 0.0285, Contrastive_Depth_loss= 0.0058
epoch:397, Train: Absolute_Depth_loss= 0.0289, Contrastive_Depth_loss= 0.0058
epoch:398, Train: Absolute_Depth_loss= 0.0289, Contrastive_Depth_loss= 0.0058
epoch:399, Train: Absolute_Depth_loss= 0.0276, Contrastive_Depth_loss= 0.0057
epoch:400, Train: Absolute_Depth_loss= 0.0281, Contrastive_Depth_loss= 0.0057
epoch:401, Train: Absolute_Depth_loss= 0.0270, Contrastive_Depth_loss= 0.0057

epoch:401, Val: val_threshold= 0.0005, val_ACC= 0.5194, val_ACER= 0.4879
epoch:401, Test: ACC= 0.3256, APCER= 0.7612, BPCER= 0.3684, ACER= 0.5648
epoch:402, Train: Absolute_Depth_loss= 0.0273, Contrastive_Depth_loss= 0.0057
epoch:403, Train: Absolute_Depth_loss= 0.0281, Contrastive_Depth_loss= 0.0058
epoch:404, Train: Absolute_Depth_loss= 0.0274, Contrastive_Depth_loss= 0.0057
epoch:405, Train: Absolute_Depth_loss= 0.0277, Contrastive_Depth_loss= 0.0057
epoch:406, Train: Absolute_Depth_loss= 0.0273, Contrastive_Depth_loss= 0.0058
epoch:407, Train: Absolute_Depth_loss= 0.0275, Contrastive_Depth_loss= 0.0057
epoch:408, Train: Absolute_Depth_loss= 0.0274, Contrastive_Depth_loss= 0.0058
epoch:409, Train: Absolute_Depth_loss= 0.0258, Contrastive_Depth_loss= 0.0058
epoch:410, Train: Absolute_Depth_loss= 0.0271, Contrastive_Depth_loss= 0.0058
epoch:411, Train: Absolute_Depth_loss= 0.0272, Contrastive_Depth_loss= 0.0058
epoch:412, Train: Absolute_Depth_loss= 0.0261, Contrastive_Depth_loss= 0.0057
epoch:413, Train: Absolute_Depth_loss= 0.0278, Contrastive_Depth_loss= 0.0058
epoch:414, Train: Absolute_Depth_loss= 0.0255, Contrastive_Depth_loss= 0.0057
epoch:415, Train: Absolute_Depth_loss= 0.0264, Contrastive_Depth_loss= 0.0058
epoch:416, Train: Absolute_Depth_loss= 0.0268, Contrastive_Depth_loss= 0.0059
epoch:417, Train: Absolute_Depth_loss= 0.0259, Contrastive_Depth_loss= 0.0058
epoch:418, Train: Absolute_Depth_loss= 0.0261, Contrastive_Depth_loss= 0.0058
epoch:419, Train: Absolute_Depth_loss= 0.0262, Contrastive_Depth_loss= 0.0058
epoch:420, Train: Absolute_Depth_loss= 0.0253, Contrastive_Depth_loss= 0.0058
epoch:421, Train: Absolute_Depth_loss= 0.0265, Contrastive_Depth_loss= 0.0058

epoch:421, Val: val_threshold= 0.0006, val_ACC= 0.5581, val_ACER= 0.4469
epoch:421, Test: ACC= 0.5233, APCER= 0.5507, BPCER= 0.1765, ACER= 0.3636
epoch:422, Train: Absolute_Depth_loss= 0.0261, Contrastive_Depth_loss= 0.0058
epoch:423, Train: Absolute_Depth_loss= 0.0265, Contrastive_Depth_loss= 0.0058
epoch:424, Train: Absolute_Depth_loss= 0.0259, Contrastive_Depth_loss= 0.0058
epoch:425, Train: Absolute_Depth_loss= 0.0267, Contrastive_Depth_loss= 0.0058
epoch:426, Train: Absolute_Depth_loss= 0.0248, Contrastive_Depth_loss= 0.0057
epoch:427, Train: Absolute_Depth_loss= 0.0260, Contrastive_Depth_loss= 0.0058
epoch:428, Train: Absolute_Depth_loss= 0.0251, Contrastive_Depth_loss= 0.0056
epoch:429, Train: Absolute_Depth_loss= 0.0252, Contrastive_Depth_loss= 0.0058
epoch:430, Train: Absolute_Depth_loss= 0.0258, Contrastive_Depth_loss= 0.0058
epoch:431, Train: Absolute_Depth_loss= 0.0258, Contrastive_Depth_loss= 0.0058
epoch:432, Train: Absolute_Depth_loss= 0.0247, Contrastive_Depth_loss= 0.0057
epoch:433, Train: Absolute_Depth_loss= 0.0264, Contrastive_Depth_loss= 0.0058
epoch:434, Train: Absolute_Depth_loss= 0.0254, Contrastive_Depth_loss= 0.0058
epoch:435, Train: Absolute_Depth_loss= 0.0253, Contrastive_Depth_loss= 0.0058
epoch:436, Train: Absolute_Depth_loss= 0.0248, Contrastive_Depth_loss= 0.0058
epoch:437, Train: Absolute_Depth_loss= 0.0257, Contrastive_Depth_loss= 0.0058
epoch:438, Train: Absolute_Depth_loss= 0.0253, Contrastive_Depth_loss= 0.0058
epoch:439, Train: Absolute_Depth_loss= 0.0249, Contrastive_Depth_loss= 0.0058
epoch:440, Train: Absolute_Depth_loss= 0.0243, Contrastive_Depth_loss= 0.0058
epoch:441, Train: Absolute_Depth_loss= 0.0242, Contrastive_Depth_loss= 0.0058

epoch:441, Val: val_threshold= 0.0006, val_ACC= 0.4884, val_ACER= 0.5074
epoch:441, Test: ACC= 0.5465, APCER= 0.4667, BPCER= 0.3636, ACER= 0.4152
epoch:442, Train: Absolute_Depth_loss= 0.0238, Contrastive_Depth_loss= 0.0057
epoch:443, Train: Absolute_Depth_loss= 0.0246, Contrastive_Depth_loss= 0.0058
epoch:444, Train: Absolute_Depth_loss= 0.0241, Contrastive_Depth_loss= 0.0058
epoch:445, Train: Absolute_Depth_loss= 0.0241, Contrastive_Depth_loss= 0.0058
epoch:446, Train: Absolute_Depth_loss= 0.0242, Contrastive_Depth_loss= 0.0058
epoch:447, Train: Absolute_Depth_loss= 0.0239, Contrastive_Depth_loss= 0.0057
epoch:448, Train: Absolute_Depth_loss= 0.0242, Contrastive_Depth_loss= 0.0058
epoch:449, Train: Absolute_Depth_loss= 0.0238, Contrastive_Depth_loss= 0.0058
epoch:450, Train: Absolute_Depth_loss= 0.0240, Contrastive_Depth_loss= 0.0058
epoch:451, Train: Absolute_Depth_loss= 0.0240, Contrastive_Depth_loss= 0.0058
epoch:452, Train: Absolute_Depth_loss= 0.0232, Contrastive_Depth_loss= 0.0057
epoch:453, Train: Absolute_Depth_loss= 0.0241, Contrastive_Depth_loss= 0.0058
epoch:454, Train: Absolute_Depth_loss= 0.0230, Contrastive_Depth_loss= 0.0057
epoch:455, Train: Absolute_Depth_loss= 0.0244, Contrastive_Depth_loss= 0.0058
epoch:456, Train: Absolute_Depth_loss= 0.0232, Contrastive_Depth_loss= 0.0057
epoch:457, Train: Absolute_Depth_loss= 0.0241, Contrastive_Depth_loss= 0.0058
epoch:458, Train: Absolute_Depth_loss= 0.0235, Contrastive_Depth_loss= 0.0058
epoch:459, Train: Absolute_Depth_loss= 0.0229, Contrastive_Depth_loss= 0.0058
epoch:460, Train: Absolute_Depth_loss= 0.0242, Contrastive_Depth_loss= 0.0058
epoch:461, Train: Absolute_Depth_loss= 0.0232, Contrastive_Depth_loss= 0.0058

epoch:461, Val: val_threshold= 0.0005, val_ACC= 0.5659, val_ACER= 0.4511
epoch:461, Test: ACC= 0.4070, APCER= 0.5970, BPCER= 0.5789, ACER= 0.5880
epoch:462, Train: Absolute_Depth_loss= 0.0238, Contrastive_Depth_loss= 0.0058
epoch:463, Train: Absolute_Depth_loss= 0.0242, Contrastive_Depth_loss= 0.0058
epoch:464, Train: Absolute_Depth_loss= 0.0235, Contrastive_Depth_loss= 0.0057
epoch:465, Train: Absolute_Depth_loss= 0.0234, Contrastive_Depth_loss= 0.0057
epoch:466, Train: Absolute_Depth_loss= 0.0229, Contrastive_Depth_loss= 0.0057
epoch:467, Train: Absolute_Depth_loss= 0.0232, Contrastive_Depth_loss= 0.0057
epoch:468, Train: Absolute_Depth_loss= 0.0229, Contrastive_Depth_loss= 0.0058
epoch:469, Train: Absolute_Depth_loss= 0.0225, Contrastive_Depth_loss= 0.0058
epoch:470, Train: Absolute_Depth_loss= 0.0228, Contrastive_Depth_loss= 0.0057
epoch:471, Train: Absolute_Depth_loss= 0.0226, Contrastive_Depth_loss= 0.0058
epoch:472, Train: Absolute_Depth_loss= 0.0236, Contrastive_Depth_loss= 0.0058
epoch:473, Train: Absolute_Depth_loss= 0.0230, Contrastive_Depth_loss= 0.0058
epoch:474, Train: Absolute_Depth_loss= 0.0229, Contrastive_Depth_loss= 0.0057
epoch:475, Train: Absolute_Depth_loss= 0.0228, Contrastive_Depth_loss= 0.0057
epoch:476, Train: Absolute_Depth_loss= 0.0227, Contrastive_Depth_loss= 0.0057
epoch:477, Train: Absolute_Depth_loss= 0.0219, Contrastive_Depth_loss= 0.0057
epoch:478, Train: Absolute_Depth_loss= 0.0217, Contrastive_Depth_loss= 0.0057
epoch:479, Train: Absolute_Depth_loss= 0.0224, Contrastive_Depth_loss= 0.0058
epoch:480, Train: Absolute_Depth_loss= 0.0225, Contrastive_Depth_loss= 0.0057
epoch:481, Train: Absolute_Depth_loss= 0.0217, Contrastive_Depth_loss= 0.0057

epoch:481, Val: val_threshold= 0.0004, val_ACC= 0.4729, val_ACER= 0.5331
epoch:481, Test: ACC= 0.5930, APCER= 0.4507, BPCER= 0.2000, ACER= 0.3254
epoch:482, Train: Absolute_Depth_loss= 0.0223, Contrastive_Depth_loss= 0.0057
epoch:483, Train: Absolute_Depth_loss= 0.0228, Contrastive_Depth_loss= 0.0058
epoch:484, Train: Absolute_Depth_loss= 0.0237, Contrastive_Depth_loss= 0.0058
epoch:485, Train: Absolute_Depth_loss= 0.0220, Contrastive_Depth_loss= 0.0057
epoch:486, Train: Absolute_Depth_loss= 0.0221, Contrastive_Depth_loss= 0.0057
epoch:487, Train: Absolute_Depth_loss= 0.0213, Contrastive_Depth_loss= 0.0057
epoch:488, Train: Absolute_Depth_loss= 0.0212, Contrastive_Depth_loss= 0.0057
epoch:489, Train: Absolute_Depth_loss= 0.0213, Contrastive_Depth_loss= 0.0057
epoch:490, Train: Absolute_Depth_loss= 0.0235, Contrastive_Depth_loss= 0.0058
epoch:491, Train: Absolute_Depth_loss= 0.0216, Contrastive_Depth_loss= 0.0057
epoch:492, Train: Absolute_Depth_loss= 0.0209, Contrastive_Depth_loss= 0.0057
epoch:493, Train: Absolute_Depth_loss= 0.0211, Contrastive_Depth_loss= 0.0056
epoch:494, Train: Absolute_Depth_loss= 0.0215, Contrastive_Depth_loss= 0.0057
epoch:495, Train: Absolute_Depth_loss= 0.0210, Contrastive_Depth_loss= 0.0057
epoch:496, Train: Absolute_Depth_loss= 0.0227, Contrastive_Depth_loss= 0.0058
epoch:497, Train: Absolute_Depth_loss= 0.0209, Contrastive_Depth_loss= 0.0057
epoch:498, Train: Absolute_Depth_loss= 0.0213, Contrastive_Depth_loss= 0.0058
epoch:499, Train: Absolute_Depth_loss= 0.0222, Contrastive_Depth_loss= 0.0057
epoch:500, Train: Absolute_Depth_loss= 0.0195, Contrastive_Depth_loss= 0.0056
epoch:501, Train: Absolute_Depth_loss= 0.0188, Contrastive_Depth_loss= 0.0055

epoch:501, Val: val_threshold= 0.0008, val_ACC= 0.6202, val_ACER= 0.3919
epoch:501, Test: ACC= 0.5233, APCER= 0.4366, BPCER= 0.6667, ACER= 0.5516
epoch:502, Train: Absolute_Depth_loss= 0.0186, Contrastive_Depth_loss= 0.0056
epoch:503, Train: Absolute_Depth_loss= 0.0180, Contrastive_Depth_loss= 0.0055
epoch:504, Train: Absolute_Depth_loss= 0.0187, Contrastive_Depth_loss= 0.0055
epoch:505, Train: Absolute_Depth_loss= 0.0182, Contrastive_Depth_loss= 0.0056
epoch:506, Train: Absolute_Depth_loss= 0.0184, Contrastive_Depth_loss= 0.0055
epoch:507, Train: Absolute_Depth_loss= 0.0176, Contrastive_Depth_loss= 0.0055
epoch:508, Train: Absolute_Depth_loss= 0.0181, Contrastive_Depth_loss= 0.0055
epoch:509, Train: Absolute_Depth_loss= 0.0176, Contrastive_Depth_loss= 0.0054
epoch:510, Train: Absolute_Depth_loss= 0.0180, Contrastive_Depth_loss= 0.0055
epoch:511, Train: Absolute_Depth_loss= 0.0177, Contrastive_Depth_loss= 0.0055
epoch:512, Train: Absolute_Depth_loss= 0.0177, Contrastive_Depth_loss= 0.0055
epoch:513, Train: Absolute_Depth_loss= 0.0177, Contrastive_Depth_loss= 0.0055
epoch:514, Train: Absolute_Depth_loss= 0.0176, Contrastive_Depth_loss= 0.0055
epoch:515, Train: Absolute_Depth_loss= 0.0170, Contrastive_Depth_loss= 0.0055
epoch:516, Train: Absolute_Depth_loss= 0.0173, Contrastive_Depth_loss= 0.0055
epoch:517, Train: Absolute_Depth_loss= 0.0173, Contrastive_Depth_loss= 0.0055
epoch:518, Train: Absolute_Depth_loss= 0.0180, Contrastive_Depth_loss= 0.0056
epoch:519, Train: Absolute_Depth_loss= 0.0170, Contrastive_Depth_loss= 0.0054
epoch:520, Train: Absolute_Depth_loss= 0.0169, Contrastive_Depth_loss= 0.0054
epoch:521, Train: Absolute_Depth_loss= 0.0170, Contrastive_Depth_loss= 0.0055

epoch:521, Val: val_threshold= 0.0006, val_ACC= 0.5194, val_ACER= 0.4804
epoch:521, Test: ACC= 0.5116, APCER= 0.4783, BPCER= 0.5294, ACER= 0.5038
epoch:522, Train: Absolute_Depth_loss= 0.0166, Contrastive_Depth_loss= 0.0055
epoch:523, Train: Absolute_Depth_loss= 0.0163, Contrastive_Depth_loss= 0.0054
epoch:524, Train: Absolute_Depth_loss= 0.0161, Contrastive_Depth_loss= 0.0054
epoch:525, Train: Absolute_Depth_loss= 0.0163, Contrastive_Depth_loss= 0.0053
epoch:526, Train: Absolute_Depth_loss= 0.0168, Contrastive_Depth_loss= 0.0054
epoch:527, Train: Absolute_Depth_loss= 0.0162, Contrastive_Depth_loss= 0.0054
epoch:528, Train: Absolute_Depth_loss= 0.0170, Contrastive_Depth_loss= 0.0055
epoch:529, Train: Absolute_Depth_loss= 0.0162, Contrastive_Depth_loss= 0.0055
epoch:530, Train: Absolute_Depth_loss= 0.0168, Contrastive_Depth_loss= 0.0055
epoch:531, Train: Absolute_Depth_loss= 0.0174, Contrastive_Depth_loss= 0.0055
epoch:532, Train: Absolute_Depth_loss= 0.0166, Contrastive_Depth_loss= 0.0054
epoch:533, Train: Absolute_Depth_loss= 0.0175, Contrastive_Depth_loss= 0.0055
epoch:534, Train: Absolute_Depth_loss= 0.0165, Contrastive_Depth_loss= 0.0055
epoch:535, Train: Absolute_Depth_loss= 0.0169, Contrastive_Depth_loss= 0.0055
epoch:536, Train: Absolute_Depth_loss= 0.0163, Contrastive_Depth_loss= 0.0054
epoch:537, Train: Absolute_Depth_loss= 0.0161, Contrastive_Depth_loss= 0.0054
epoch:538, Train: Absolute_Depth_loss= 0.0153, Contrastive_Depth_loss= 0.0053
epoch:539, Train: Absolute_Depth_loss= 0.0161, Contrastive_Depth_loss= 0.0054
epoch:540, Train: Absolute_Depth_loss= 0.0161, Contrastive_Depth_loss= 0.0054
epoch:541, Train: Absolute_Depth_loss= 0.0160, Contrastive_Depth_loss= 0.0053

epoch:541, Val: val_threshold= 0.0005, val_ACC= 0.4884, val_ACER= 0.5132
epoch:541, Test: ACC= 0.4419, APCER= 0.6119, BPCER= 0.3684, ACER= 0.4902
epoch:542, Train: Absolute_Depth_loss= 0.0158, Contrastive_Depth_loss= 0.0054
epoch:543, Train: Absolute_Depth_loss= 0.0165, Contrastive_Depth_loss= 0.0055
epoch:544, Train: Absolute_Depth_loss= 0.0165, Contrastive_Depth_loss= 0.0054
epoch:545, Train: Absolute_Depth_loss= 0.0167, Contrastive_Depth_loss= 0.0055
epoch:546, Train: Absolute_Depth_loss= 0.0159, Contrastive_Depth_loss= 0.0054
epoch:547, Train: Absolute_Depth_loss= 0.0156, Contrastive_Depth_loss= 0.0054
epoch:548, Train: Absolute_Depth_loss= 0.0158, Contrastive_Depth_loss= 0.0054
epoch:549, Train: Absolute_Depth_loss= 0.0149, Contrastive_Depth_loss= 0.0053
epoch:550, Train: Absolute_Depth_loss= 0.0158, Contrastive_Depth_loss= 0.0054
epoch:551, Train: Absolute_Depth_loss= 0.0154, Contrastive_Depth_loss= 0.0054
epoch:552, Train: Absolute_Depth_loss= 0.0167, Contrastive_Depth_loss= 0.0055
epoch:553, Train: Absolute_Depth_loss= 0.0156, Contrastive_Depth_loss= 0.0054
epoch:554, Train: Absolute_Depth_loss= 0.0152, Contrastive_Depth_loss= 0.0053
epoch:555, Train: Absolute_Depth_loss= 0.0153, Contrastive_Depth_loss= 0.0054
epoch:556, Train: Absolute_Depth_loss= 0.0162, Contrastive_Depth_loss= 0.0054
epoch:557, Train: Absolute_Depth_loss= 0.0150, Contrastive_Depth_loss= 0.0052
epoch:558, Train: Absolute_Depth_loss= 0.0158, Contrastive_Depth_loss= 0.0054
epoch:559, Train: Absolute_Depth_loss= 0.0150, Contrastive_Depth_loss= 0.0052
epoch:560, Train: Absolute_Depth_loss= 0.0159, Contrastive_Depth_loss= 0.0055
epoch:561, Train: Absolute_Depth_loss= 0.0151, Contrastive_Depth_loss= 0.0053

epoch:561, Val: val_threshold= 0.0005, val_ACC= 0.5271, val_ACER= 0.4886
epoch:561, Test: ACC= 0.5465, APCER= 0.4225, BPCER= 0.6000, ACER= 0.5113
epoch:562, Train: Absolute_Depth_loss= 0.0158, Contrastive_Depth_loss= 0.0054
epoch:563, Train: Absolute_Depth_loss= 0.0145, Contrastive_Depth_loss= 0.0053
epoch:564, Train: Absolute_Depth_loss= 0.0157, Contrastive_Depth_loss= 0.0054
epoch:565, Train: Absolute_Depth_loss= 0.0149, Contrastive_Depth_loss= 0.0053
epoch:566, Train: Absolute_Depth_loss= 0.0154, Contrastive_Depth_loss= 0.0053
epoch:567, Train: Absolute_Depth_loss= 0.0155, Contrastive_Depth_loss= 0.0054
epoch:568, Train: Absolute_Depth_loss= 0.0148, Contrastive_Depth_loss= 0.0053
epoch:569, Train: Absolute_Depth_loss= 0.0152, Contrastive_Depth_loss= 0.0053
epoch:570, Train: Absolute_Depth_loss= 0.0145, Contrastive_Depth_loss= 0.0053
epoch:571, Train: Absolute_Depth_loss= 0.0162, Contrastive_Depth_loss= 0.0054
epoch:572, Train: Absolute_Depth_loss= 0.0157, Contrastive_Depth_loss= 0.0054
epoch:573, Train: Absolute_Depth_loss= 0.0148, Contrastive_Depth_loss= 0.0053
epoch:574, Train: Absolute_Depth_loss= 0.0154, Contrastive_Depth_loss= 0.0053
epoch:575, Train: Absolute_Depth_loss= 0.0150, Contrastive_Depth_loss= 0.0054
epoch:576, Train: Absolute_Depth_loss= 0.0144, Contrastive_Depth_loss= 0.0053
epoch:577, Train: Absolute_Depth_loss= 0.0156, Contrastive_Depth_loss= 0.0053
epoch:578, Train: Absolute_Depth_loss= 0.0145, Contrastive_Depth_loss= 0.0052
epoch:579, Train: Absolute_Depth_loss= 0.0152, Contrastive_Depth_loss= 0.0054
epoch:580, Train: Absolute_Depth_loss= 0.0146, Contrastive_Depth_loss= 0.0053
epoch:581, Train: Absolute_Depth_loss= 0.0152, Contrastive_Depth_loss= 0.0054

epoch:581, Val: val_threshold= 0.0005, val_ACC= 0.5116, val_ACER= 0.5014
epoch:581, Test: ACC= 0.5000, APCER= 0.4839, BPCER= 0.5417, ACER= 0.5128
epoch:582, Train: Absolute_Depth_loss= 0.0147, Contrastive_Depth_loss= 0.0053
epoch:583, Train: Absolute_Depth_loss= 0.0147, Contrastive_Depth_loss= 0.0053
epoch:584, Train: Absolute_Depth_loss= 0.0147, Contrastive_Depth_loss= 0.0053
epoch:585, Train: Absolute_Depth_loss= 0.0146, Contrastive_Depth_loss= 0.0052
epoch:586, Train: Absolute_Depth_loss= 0.0144, Contrastive_Depth_loss= 0.0052
epoch:587, Train: Absolute_Depth_loss= 0.0143, Contrastive_Depth_loss= 0.0052
epoch:588, Train: Absolute_Depth_loss= 0.0147, Contrastive_Depth_loss= 0.0053
epoch:589, Train: Absolute_Depth_loss= 0.0139, Contrastive_Depth_loss= 0.0052
epoch:590, Train: Absolute_Depth_loss= 0.0137, Contrastive_Depth_loss= 0.0052
epoch:591, Train: Absolute_Depth_loss= 0.0145, Contrastive_Depth_loss= 0.0053
epoch:592, Train: Absolute_Depth_loss= 0.0143, Contrastive_Depth_loss= 0.0053
epoch:593, Train: Absolute_Depth_loss= 0.0140, Contrastive_Depth_loss= 0.0052
epoch:594, Train: Absolute_Depth_loss= 0.0149, Contrastive_Depth_loss= 0.0053
epoch:595, Train: Absolute_Depth_loss= 0.0145, Contrastive_Depth_loss= 0.0053
epoch:596, Train: Absolute_Depth_loss= 0.0142, Contrastive_Depth_loss= 0.0053
epoch:597, Train: Absolute_Depth_loss= 0.0146, Contrastive_Depth_loss= 0.0053
epoch:598, Train: Absolute_Depth_loss= 0.0149, Contrastive_Depth_loss= 0.0053
epoch:599, Train: Absolute_Depth_loss= 0.0147, Contrastive_Depth_loss= 0.0053
epoch:600, Train: Absolute_Depth_loss= 0.0132, Contrastive_Depth_loss= 0.0052
epoch:601, Train: Absolute_Depth_loss= 0.0146, Contrastive_Depth_loss= 0.0053

epoch:601, Val: val_threshold= 0.0007, val_ACC= 0.5039, val_ACER= 0.5086
epoch:601, Test: ACC= 0.5233, APCER= 0.5217, BPCER= 0.2941, ACER= 0.4079
epoch:602, Train: Absolute_Depth_loss= 0.0138, Contrastive_Depth_loss= 0.0051
epoch:603, Train: Absolute_Depth_loss= 0.0136, Contrastive_Depth_loss= 0.0051
epoch:604, Train: Absolute_Depth_loss= 0.0133, Contrastive_Depth_loss= 0.0051
epoch:605, Train: Absolute_Depth_loss= 0.0147, Contrastive_Depth_loss= 0.0053
epoch:606, Train: Absolute_Depth_loss= 0.0139, Contrastive_Depth_loss= 0.0052
epoch:607, Train: Absolute_Depth_loss= 0.0141, Contrastive_Depth_loss= 0.0052
epoch:608, Train: Absolute_Depth_loss= 0.0143, Contrastive_Depth_loss= 0.0052
epoch:609, Train: Absolute_Depth_loss= 0.0148, Contrastive_Depth_loss= 0.0053
epoch:610, Train: Absolute_Depth_loss= 0.0137, Contrastive_Depth_loss= 0.0051
epoch:611, Train: Absolute_Depth_loss= 0.0134, Contrastive_Depth_loss= 0.0052
epoch:612, Train: Absolute_Depth_loss= 0.0143, Contrastive_Depth_loss= 0.0052
epoch:613, Train: Absolute_Depth_loss= 0.0144, Contrastive_Depth_loss= 0.0053
epoch:614, Train: Absolute_Depth_loss= 0.0139, Contrastive_Depth_loss= 0.0051
epoch:615, Train: Absolute_Depth_loss= 0.0147, Contrastive_Depth_loss= 0.0053
epoch:616, Train: Absolute_Depth_loss= 0.0141, Contrastive_Depth_loss= 0.0052
epoch:617, Train: Absolute_Depth_loss= 0.0142, Contrastive_Depth_loss= 0.0053
epoch:618, Train: Absolute_Depth_loss= 0.0127, Contrastive_Depth_loss= 0.0050
epoch:619, Train: Absolute_Depth_loss= 0.0131, Contrastive_Depth_loss= 0.0051
epoch:620, Train: Absolute_Depth_loss= 0.0131, Contrastive_Depth_loss= 0.0051
epoch:621, Train: Absolute_Depth_loss= 0.0137, Contrastive_Depth_loss= 0.0052

epoch:621, Val: val_threshold= 0.0006, val_ACC= 0.5271, val_ACER= 0.4839
epoch:621, Test: ACC= 0.5349, APCER= 0.5075, BPCER= 0.3158, ACER= 0.4116
epoch:622, Train: Absolute_Depth_loss= 0.0137, Contrastive_Depth_loss= 0.0052
epoch:623, Train: Absolute_Depth_loss= 0.0126, Contrastive_Depth_loss= 0.0050
epoch:624, Train: Absolute_Depth_loss= 0.0135, Contrastive_Depth_loss= 0.0051
epoch:625, Train: Absolute_Depth_loss= 0.0141, Contrastive_Depth_loss= 0.0052
epoch:626, Train: Absolute_Depth_loss= 0.0133, Contrastive_Depth_loss= 0.0051
epoch:627, Train: Absolute_Depth_loss= 0.0135, Contrastive_Depth_loss= 0.0052
epoch:628, Train: Absolute_Depth_loss= 0.0133, Contrastive_Depth_loss= 0.0051
epoch:629, Train: Absolute_Depth_loss= 0.0138, Contrastive_Depth_loss= 0.0052
epoch:630, Train: Absolute_Depth_loss= 0.0137, Contrastive_Depth_loss= 0.0052
epoch:631, Train: Absolute_Depth_loss= 0.0138, Contrastive_Depth_loss= 0.0052
epoch:632, Train: Absolute_Depth_loss= 0.0130, Contrastive_Depth_loss= 0.0051
epoch:633, Train: Absolute_Depth_loss= 0.0131, Contrastive_Depth_loss= 0.0051
epoch:634, Train: Absolute_Depth_loss= 0.0128, Contrastive_Depth_loss= 0.0051
epoch:635, Train: Absolute_Depth_loss= 0.0125, Contrastive_Depth_loss= 0.0050
epoch:636, Train: Absolute_Depth_loss= 0.0129, Contrastive_Depth_loss= 0.0051
epoch:637, Train: Absolute_Depth_loss= 0.0139, Contrastive_Depth_loss= 0.0051
epoch:638, Train: Absolute_Depth_loss= 0.0126, Contrastive_Depth_loss= 0.0050
epoch:639, Train: Absolute_Depth_loss= 0.0119, Contrastive_Depth_loss= 0.0050
epoch:640, Train: Absolute_Depth_loss= 0.0127, Contrastive_Depth_loss= 0.0050
epoch:641, Train: Absolute_Depth_loss= 0.0134, Contrastive_Depth_loss= 0.0051

epoch:641, Val: val_threshold= 0.0005, val_ACC= 0.5039, val_ACER= 0.4975
epoch:641, Test: ACC= 0.4070, APCER= 0.6479, BPCER= 0.3333, ACER= 0.4906
epoch:642, Train: Absolute_Depth_loss= 0.0130, Contrastive_Depth_loss= 0.0051
epoch:643, Train: Absolute_Depth_loss= 0.0131, Contrastive_Depth_loss= 0.0051
epoch:644, Train: Absolute_Depth_loss= 0.0124, Contrastive_Depth_loss= 0.0050
epoch:645, Train: Absolute_Depth_loss= 0.0122, Contrastive_Depth_loss= 0.0050
epoch:646, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0049
epoch:647, Train: Absolute_Depth_loss= 0.0125, Contrastive_Depth_loss= 0.0050
epoch:648, Train: Absolute_Depth_loss= 0.0123, Contrastive_Depth_loss= 0.0050
epoch:649, Train: Absolute_Depth_loss= 0.0126, Contrastive_Depth_loss= 0.0051
epoch:650, Train: Absolute_Depth_loss= 0.0126, Contrastive_Depth_loss= 0.0050
epoch:651, Train: Absolute_Depth_loss= 0.0119, Contrastive_Depth_loss= 0.0050
epoch:652, Train: Absolute_Depth_loss= 0.0121, Contrastive_Depth_loss= 0.0050
epoch:653, Train: Absolute_Depth_loss= 0.0120, Contrastive_Depth_loss= 0.0050
epoch:654, Train: Absolute_Depth_loss= 0.0120, Contrastive_Depth_loss= 0.0049
epoch:655, Train: Absolute_Depth_loss= 0.0122, Contrastive_Depth_loss= 0.0050
epoch:656, Train: Absolute_Depth_loss= 0.0119, Contrastive_Depth_loss= 0.0049
epoch:657, Train: Absolute_Depth_loss= 0.0128, Contrastive_Depth_loss= 0.0051
epoch:658, Train: Absolute_Depth_loss= 0.0121, Contrastive_Depth_loss= 0.0049
epoch:659, Train: Absolute_Depth_loss= 0.0120, Contrastive_Depth_loss= 0.0050
epoch:660, Train: Absolute_Depth_loss= 0.0123, Contrastive_Depth_loss= 0.0049
epoch:661, Train: Absolute_Depth_loss= 0.0124, Contrastive_Depth_loss= 0.0050

epoch:661, Val: val_threshold= 0.0008, val_ACC= 0.6279, val_ACER= 0.3868
epoch:661, Test: ACC= 0.4767, APCER= 0.5441, BPCER= 0.4444, ACER= 0.4943
epoch:662, Train: Absolute_Depth_loss= 0.0121, Contrastive_Depth_loss= 0.0049
epoch:663, Train: Absolute_Depth_loss= 0.0123, Contrastive_Depth_loss= 0.0050
epoch:664, Train: Absolute_Depth_loss= 0.0120, Contrastive_Depth_loss= 0.0049
epoch:665, Train: Absolute_Depth_loss= 0.0122, Contrastive_Depth_loss= 0.0049
epoch:666, Train: Absolute_Depth_loss= 0.0118, Contrastive_Depth_loss= 0.0049
epoch:667, Train: Absolute_Depth_loss= 0.0118, Contrastive_Depth_loss= 0.0050
epoch:668, Train: Absolute_Depth_loss= 0.0121, Contrastive_Depth_loss= 0.0050
epoch:669, Train: Absolute_Depth_loss= 0.0119, Contrastive_Depth_loss= 0.0049
epoch:670, Train: Absolute_Depth_loss= 0.0128, Contrastive_Depth_loss= 0.0051
epoch:671, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0048
epoch:672, Train: Absolute_Depth_loss= 0.0130, Contrastive_Depth_loss= 0.0051
epoch:673, Train: Absolute_Depth_loss= 0.0119, Contrastive_Depth_loss= 0.0049
epoch:674, Train: Absolute_Depth_loss= 0.0124, Contrastive_Depth_loss= 0.0050
epoch:675, Train: Absolute_Depth_loss= 0.0115, Contrastive_Depth_loss= 0.0049
epoch:676, Train: Absolute_Depth_loss= 0.0123, Contrastive_Depth_loss= 0.0049
epoch:677, Train: Absolute_Depth_loss= 0.0125, Contrastive_Depth_loss= 0.0050
epoch:678, Train: Absolute_Depth_loss= 0.0114, Contrastive_Depth_loss= 0.0049
epoch:679, Train: Absolute_Depth_loss= 0.0118, Contrastive_Depth_loss= 0.0049
epoch:680, Train: Absolute_Depth_loss= 0.0119, Contrastive_Depth_loss= 0.0049
epoch:681, Train: Absolute_Depth_loss= 0.0111, Contrastive_Depth_loss= 0.0048

epoch:681, Val: val_threshold= 0.0005, val_ACC= 0.6434, val_ACER= 0.3637
epoch:681, Test: ACC= 0.5233, APCER= 0.4783, BPCER= 0.4706, ACER= 0.4744
epoch:682, Train: Absolute_Depth_loss= 0.0117, Contrastive_Depth_loss= 0.0049
epoch:683, Train: Absolute_Depth_loss= 0.0123, Contrastive_Depth_loss= 0.0050
epoch:684, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0048
epoch:685, Train: Absolute_Depth_loss= 0.0121, Contrastive_Depth_loss= 0.0049
epoch:686, Train: Absolute_Depth_loss= 0.0118, Contrastive_Depth_loss= 0.0049
epoch:687, Train: Absolute_Depth_loss= 0.0112, Contrastive_Depth_loss= 0.0048
epoch:688, Train: Absolute_Depth_loss= 0.0111, Contrastive_Depth_loss= 0.0048
epoch:689, Train: Absolute_Depth_loss= 0.0115, Contrastive_Depth_loss= 0.0049
epoch:690, Train: Absolute_Depth_loss= 0.0117, Contrastive_Depth_loss= 0.0049
epoch:691, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0049
epoch:692, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0049
epoch:693, Train: Absolute_Depth_loss= 0.0115, Contrastive_Depth_loss= 0.0049
epoch:694, Train: Absolute_Depth_loss= 0.0108, Contrastive_Depth_loss= 0.0047
epoch:695, Train: Absolute_Depth_loss= 0.0112, Contrastive_Depth_loss= 0.0048
epoch:696, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0049
epoch:697, Train: Absolute_Depth_loss= 0.0115, Contrastive_Depth_loss= 0.0048
epoch:698, Train: Absolute_Depth_loss= 0.0119, Contrastive_Depth_loss= 0.0050
epoch:699, Train: Absolute_Depth_loss= 0.0111, Contrastive_Depth_loss= 0.0048
epoch:700, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0047
epoch:701, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0049

epoch:701, Val: val_threshold= 0.0005, val_ACC= 0.5194, val_ACER= 0.4871
epoch:701, Test: ACC= 0.4302, APCER= 0.5811, BPCER= 0.5000, ACER= 0.5405
epoch:702, Train: Absolute_Depth_loss= 0.0113, Contrastive_Depth_loss= 0.0048
epoch:703, Train: Absolute_Depth_loss= 0.0108, Contrastive_Depth_loss= 0.0048
epoch:704, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0048
epoch:705, Train: Absolute_Depth_loss= 0.0110, Contrastive_Depth_loss= 0.0047
epoch:706, Train: Absolute_Depth_loss= 0.0109, Contrastive_Depth_loss= 0.0048
epoch:707, Train: Absolute_Depth_loss= 0.0109, Contrastive_Depth_loss= 0.0047
epoch:708, Train: Absolute_Depth_loss= 0.0112, Contrastive_Depth_loss= 0.0048
epoch:709, Train: Absolute_Depth_loss= 0.0114, Contrastive_Depth_loss= 0.0049
epoch:710, Train: Absolute_Depth_loss= 0.0108, Contrastive_Depth_loss= 0.0047
epoch:711, Train: Absolute_Depth_loss= 0.0108, Contrastive_Depth_loss= 0.0047
epoch:712, Train: Absolute_Depth_loss= 0.0105, Contrastive_Depth_loss= 0.0047
epoch:713, Train: Absolute_Depth_loss= 0.0112, Contrastive_Depth_loss= 0.0047
epoch:714, Train: Absolute_Depth_loss= 0.0109, Contrastive_Depth_loss= 0.0047
epoch:715, Train: Absolute_Depth_loss= 0.0112, Contrastive_Depth_loss= 0.0049
epoch:716, Train: Absolute_Depth_loss= 0.0113, Contrastive_Depth_loss= 0.0048
epoch:717, Train: Absolute_Depth_loss= 0.0107, Contrastive_Depth_loss= 0.0048
epoch:718, Train: Absolute_Depth_loss= 0.0109, Contrastive_Depth_loss= 0.0047
epoch:719, Train: Absolute_Depth_loss= 0.0105, Contrastive_Depth_loss= 0.0047
epoch:720, Train: Absolute_Depth_loss= 0.0104, Contrastive_Depth_loss= 0.0047
epoch:721, Train: Absolute_Depth_loss= 0.0111, Contrastive_Depth_loss= 0.0048

epoch:721, Val: val_threshold= 0.0006, val_ACC= 0.5194, val_ACER= 0.4876
epoch:721, Test: ACC= 0.4535, APCER= 0.6027, BPCER= 0.2308, ACER= 0.4168
epoch:722, Train: Absolute_Depth_loss= 0.0110, Contrastive_Depth_loss= 0.0047
epoch:723, Train: Absolute_Depth_loss= 0.0109, Contrastive_Depth_loss= 0.0048
epoch:724, Train: Absolute_Depth_loss= 0.0097, Contrastive_Depth_loss= 0.0047
epoch:725, Train: Absolute_Depth_loss= 0.0106, Contrastive_Depth_loss= 0.0047
epoch:726, Train: Absolute_Depth_loss= 0.0112, Contrastive_Depth_loss= 0.0048
epoch:727, Train: Absolute_Depth_loss= 0.0106, Contrastive_Depth_loss= 0.0046
epoch:728, Train: Absolute_Depth_loss= 0.0104, Contrastive_Depth_loss= 0.0047
epoch:729, Train: Absolute_Depth_loss= 0.0101, Contrastive_Depth_loss= 0.0046
epoch:730, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0046
epoch:731, Train: Absolute_Depth_loss= 0.0111, Contrastive_Depth_loss= 0.0047
epoch:732, Train: Absolute_Depth_loss= 0.0102, Contrastive_Depth_loss= 0.0047
epoch:733, Train: Absolute_Depth_loss= 0.0111, Contrastive_Depth_loss= 0.0048
epoch:734, Train: Absolute_Depth_loss= 0.0106, Contrastive_Depth_loss= 0.0047
epoch:735, Train: Absolute_Depth_loss= 0.0106, Contrastive_Depth_loss= 0.0047
epoch:736, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0048
epoch:737, Train: Absolute_Depth_loss= 0.0114, Contrastive_Depth_loss= 0.0048
epoch:738, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0047
epoch:739, Train: Absolute_Depth_loss= 0.0102, Contrastive_Depth_loss= 0.0047
epoch:740, Train: Absolute_Depth_loss= 0.0101, Contrastive_Depth_loss= 0.0045
epoch:741, Train: Absolute_Depth_loss= 0.0107, Contrastive_Depth_loss= 0.0047

epoch:741, Val: val_threshold= 0.0007, val_ACC= 0.4884, val_ACER= 0.5259
epoch:741, Test: ACC= 0.5000, APCER= 0.5571, BPCER= 0.2500, ACER= 0.4036
epoch:742, Train: Absolute_Depth_loss= 0.0092, Contrastive_Depth_loss= 0.0044
epoch:743, Train: Absolute_Depth_loss= 0.0105, Contrastive_Depth_loss= 0.0046
epoch:744, Train: Absolute_Depth_loss= 0.0108, Contrastive_Depth_loss= 0.0046
epoch:745, Train: Absolute_Depth_loss= 0.0104, Contrastive_Depth_loss= 0.0047
epoch:746, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0047
epoch:747, Train: Absolute_Depth_loss= 0.0107, Contrastive_Depth_loss= 0.0047
epoch:748, Train: Absolute_Depth_loss= 0.0105, Contrastive_Depth_loss= 0.0047
epoch:749, Train: Absolute_Depth_loss= 0.0104, Contrastive_Depth_loss= 0.0046
epoch:750, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0046
epoch:751, Train: Absolute_Depth_loss= 0.0101, Contrastive_Depth_loss= 0.0047
epoch:752, Train: Absolute_Depth_loss= 0.0112, Contrastive_Depth_loss= 0.0048
epoch:753, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0047
epoch:754, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0046
epoch:755, Train: Absolute_Depth_loss= 0.0104, Contrastive_Depth_loss= 0.0047
epoch:756, Train: Absolute_Depth_loss= 0.0098, Contrastive_Depth_loss= 0.0046
epoch:757, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0047
epoch:758, Train: Absolute_Depth_loss= 0.0104, Contrastive_Depth_loss= 0.0047
epoch:759, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0046
epoch:760, Train: Absolute_Depth_loss= 0.0100, Contrastive_Depth_loss= 0.0047
epoch:761, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0046

epoch:761, Val: val_threshold= 0.0007, val_ACC= 0.5194, val_ACER= 0.4681
epoch:761, Test: ACC= 0.5000, APCER= 0.5082, BPCER= 0.4800, ACER= 0.4941
epoch:762, Train: Absolute_Depth_loss= 0.0099, Contrastive_Depth_loss= 0.0046
epoch:763, Train: Absolute_Depth_loss= 0.0099, Contrastive_Depth_loss= 0.0046
epoch:764, Train: Absolute_Depth_loss= 0.0095, Contrastive_Depth_loss= 0.0045
epoch:765, Train: Absolute_Depth_loss= 0.0102, Contrastive_Depth_loss= 0.0046
epoch:766, Train: Absolute_Depth_loss= 0.0102, Contrastive_Depth_loss= 0.0047
epoch:767, Train: Absolute_Depth_loss= 0.0098, Contrastive_Depth_loss= 0.0046
epoch:768, Train: Absolute_Depth_loss= 0.0095, Contrastive_Depth_loss= 0.0046
epoch:769, Train: Absolute_Depth_loss= 0.0101, Contrastive_Depth_loss= 0.0046
epoch:770, Train: Absolute_Depth_loss= 0.0097, Contrastive_Depth_loss= 0.0045
epoch:771, Train: Absolute_Depth_loss= 0.0095, Contrastive_Depth_loss= 0.0046
epoch:772, Train: Absolute_Depth_loss= 0.0101, Contrastive_Depth_loss= 0.0045
epoch:773, Train: Absolute_Depth_loss= 0.0097, Contrastive_Depth_loss= 0.0045
epoch:774, Train: Absolute_Depth_loss= 0.0099, Contrastive_Depth_loss= 0.0046
epoch:775, Train: Absolute_Depth_loss= 0.0096, Contrastive_Depth_loss= 0.0046
epoch:776, Train: Absolute_Depth_loss= 0.0110, Contrastive_Depth_loss= 0.0047
epoch:777, Train: Absolute_Depth_loss= 0.0100, Contrastive_Depth_loss= 0.0045
epoch:778, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044
epoch:779, Train: Absolute_Depth_loss= 0.0096, Contrastive_Depth_loss= 0.0045
epoch:780, Train: Absolute_Depth_loss= 0.0094, Contrastive_Depth_loss= 0.0045
epoch:781, Train: Absolute_Depth_loss= 0.0099, Contrastive_Depth_loss= 0.0046

epoch:781, Val: val_threshold= 0.0006, val_ACC= 0.6124, val_ACER= 0.3849
epoch:781, Test: ACC= 0.6395, APCER= 0.3378, BPCER= 0.5000, ACER= 0.4189
epoch:782, Train: Absolute_Depth_loss= 0.0100, Contrastive_Depth_loss= 0.0046
epoch:783, Train: Absolute_Depth_loss= 0.0097, Contrastive_Depth_loss= 0.0046
epoch:784, Train: Absolute_Depth_loss= 0.0098, Contrastive_Depth_loss= 0.0045
epoch:785, Train: Absolute_Depth_loss= 0.0099, Contrastive_Depth_loss= 0.0046
epoch:786, Train: Absolute_Depth_loss= 0.0096, Contrastive_Depth_loss= 0.0045
epoch:787, Train: Absolute_Depth_loss= 0.0098, Contrastive_Depth_loss= 0.0045
epoch:788, Train: Absolute_Depth_loss= 0.0090, Contrastive_Depth_loss= 0.0044
epoch:789, Train: Absolute_Depth_loss= 0.0094, Contrastive_Depth_loss= 0.0045
epoch:790, Train: Absolute_Depth_loss= 0.0097, Contrastive_Depth_loss= 0.0045
epoch:791, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044
epoch:792, Train: Absolute_Depth_loss= 0.0088, Contrastive_Depth_loss= 0.0043
epoch:793, Train: Absolute_Depth_loss= 0.0093, Contrastive_Depth_loss= 0.0045
epoch:794, Train: Absolute_Depth_loss= 0.0094, Contrastive_Depth_loss= 0.0045
epoch:795, Train: Absolute_Depth_loss= 0.0099, Contrastive_Depth_loss= 0.0046
epoch:796, Train: Absolute_Depth_loss= 0.0095, Contrastive_Depth_loss= 0.0045
epoch:797, Train: Absolute_Depth_loss= 0.0097, Contrastive_Depth_loss= 0.0045
epoch:798, Train: Absolute_Depth_loss= 0.0098, Contrastive_Depth_loss= 0.0045
epoch:799, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044
epoch:800, Train: Absolute_Depth_loss= 0.0097, Contrastive_Depth_loss= 0.0045
epoch:801, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044

epoch:801, Val: val_threshold= 0.0003, val_ACC= 0.5969, val_ACER= 0.4325
epoch:801, Test: ACC= 0.4419, APCER= 0.5294, BPCER= 0.6667, ACER= 0.5980
epoch:802, Train: Absolute_Depth_loss= 0.0089, Contrastive_Depth_loss= 0.0044
epoch:803, Train: Absolute_Depth_loss= 0.0087, Contrastive_Depth_loss= 0.0043
epoch:804, Train: Absolute_Depth_loss= 0.0095, Contrastive_Depth_loss= 0.0045
epoch:805, Train: Absolute_Depth_loss= 0.0092, Contrastive_Depth_loss= 0.0045
epoch:806, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044
epoch:807, Train: Absolute_Depth_loss= 0.0093, Contrastive_Depth_loss= 0.0044
epoch:808, Train: Absolute_Depth_loss= 0.0093, Contrastive_Depth_loss= 0.0045
epoch:809, Train: Absolute_Depth_loss= 0.0093, Contrastive_Depth_loss= 0.0045
epoch:810, Train: Absolute_Depth_loss= 0.0089, Contrastive_Depth_loss= 0.0044
epoch:811, Train: Absolute_Depth_loss= 0.0085, Contrastive_Depth_loss= 0.0043
epoch:812, Train: Absolute_Depth_loss= 0.0087, Contrastive_Depth_loss= 0.0043
epoch:813, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044
epoch:814, Train: Absolute_Depth_loss= 0.0092, Contrastive_Depth_loss= 0.0044
epoch:815, Train: Absolute_Depth_loss= 0.0096, Contrastive_Depth_loss= 0.0045
epoch:816, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044
epoch:817, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044
epoch:818, Train: Absolute_Depth_loss= 0.0088, Contrastive_Depth_loss= 0.0044
epoch:819, Train: Absolute_Depth_loss= 0.0093, Contrastive_Depth_loss= 0.0045
epoch:820, Train: Absolute_Depth_loss= 0.0098, Contrastive_Depth_loss= 0.0045
epoch:821, Train: Absolute_Depth_loss= 0.0092, Contrastive_Depth_loss= 0.0044

epoch:821, Val: val_threshold= 0.0004, val_ACC= 0.5814, val_ACER= 0.4420
epoch:821, Test: ACC= 0.5000, APCER= 0.4853, BPCER= 0.5556, ACER= 0.5204
epoch:822, Train: Absolute_Depth_loss= 0.0088, Contrastive_Depth_loss= 0.0044
epoch:823, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044
epoch:824, Train: Absolute_Depth_loss= 0.0097, Contrastive_Depth_loss= 0.0045
epoch:825, Train: Absolute_Depth_loss= 0.0089, Contrastive_Depth_loss= 0.0044
epoch:826, Train: Absolute_Depth_loss= 0.0094, Contrastive_Depth_loss= 0.0045
epoch:827, Train: Absolute_Depth_loss= 0.0090, Contrastive_Depth_loss= 0.0044
epoch:828, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0045
epoch:829, Train: Absolute_Depth_loss= 0.0095, Contrastive_Depth_loss= 0.0045
epoch:830, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0043
epoch:831, Train: Absolute_Depth_loss= 0.0095, Contrastive_Depth_loss= 0.0045
epoch:832, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0043
epoch:833, Train: Absolute_Depth_loss= 0.0090, Contrastive_Depth_loss= 0.0044
epoch:834, Train: Absolute_Depth_loss= 0.0087, Contrastive_Depth_loss= 0.0043
epoch:835, Train: Absolute_Depth_loss= 0.0090, Contrastive_Depth_loss= 0.0044
epoch:836, Train: Absolute_Depth_loss= 0.0095, Contrastive_Depth_loss= 0.0045
epoch:837, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042
epoch:838, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043
epoch:839, Train: Absolute_Depth_loss= 0.0084, Contrastive_Depth_loss= 0.0043
epoch:840, Train: Absolute_Depth_loss= 0.0089, Contrastive_Depth_loss= 0.0044
epoch:841, Train: Absolute_Depth_loss= 0.0087, Contrastive_Depth_loss= 0.0043

epoch:841, Val: val_threshold= 0.0004, val_ACC= 0.5426, val_ACER= 0.4662
epoch:841, Test: ACC= 0.5116, APCER= 0.5362, BPCER= 0.2941, ACER= 0.4152
epoch:842, Train: Absolute_Depth_loss= 0.0092, Contrastive_Depth_loss= 0.0044
epoch:843, Train: Absolute_Depth_loss= 0.0087, Contrastive_Depth_loss= 0.0043
epoch:844, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044
epoch:845, Train: Absolute_Depth_loss= 0.0088, Contrastive_Depth_loss= 0.0044
epoch:846, Train: Absolute_Depth_loss= 0.0085, Contrastive_Depth_loss= 0.0043
epoch:847, Train: Absolute_Depth_loss= 0.0088, Contrastive_Depth_loss= 0.0044
epoch:848, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043
epoch:849, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043
epoch:850, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043
epoch:851, Train: Absolute_Depth_loss= 0.0090, Contrastive_Depth_loss= 0.0044
epoch:852, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042
epoch:853, Train: Absolute_Depth_loss= 0.0093, Contrastive_Depth_loss= 0.0044
epoch:854, Train: Absolute_Depth_loss= 0.0088, Contrastive_Depth_loss= 0.0043
epoch:855, Train: Absolute_Depth_loss= 0.0093, Contrastive_Depth_loss= 0.0044
epoch:856, Train: Absolute_Depth_loss= 0.0092, Contrastive_Depth_loss= 0.0044
epoch:857, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043
epoch:858, Train: Absolute_Depth_loss= 0.0089, Contrastive_Depth_loss= 0.0044
epoch:859, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042
epoch:860, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0042
epoch:861, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042

epoch:861, Val: val_threshold= 0.0005, val_ACC= 0.4496, val_ACER= 0.5631
epoch:861, Test: ACC= 0.5581, APCER= 0.4923, BPCER= 0.2857, ACER= 0.3890
epoch:862, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043
epoch:863, Train: Absolute_Depth_loss= 0.0093, Contrastive_Depth_loss= 0.0044
epoch:864, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0043
epoch:865, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044
epoch:866, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043
epoch:867, Train: Absolute_Depth_loss= 0.0090, Contrastive_Depth_loss= 0.0044
epoch:868, Train: Absolute_Depth_loss= 0.0085, Contrastive_Depth_loss= 0.0043
epoch:869, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0043
epoch:870, Train: Absolute_Depth_loss= 0.0084, Contrastive_Depth_loss= 0.0044
epoch:871, Train: Absolute_Depth_loss= 0.0088, Contrastive_Depth_loss= 0.0043
epoch:872, Train: Absolute_Depth_loss= 0.0084, Contrastive_Depth_loss= 0.0042
epoch:873, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0042
epoch:874, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042
epoch:875, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0043
epoch:876, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042
epoch:877, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043
epoch:878, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0043
epoch:879, Train: Absolute_Depth_loss= 0.0085, Contrastive_Depth_loss= 0.0043
epoch:880, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041
epoch:881, Train: Absolute_Depth_loss= 0.0087, Contrastive_Depth_loss= 0.0043

epoch:881, Val: val_threshold= 0.0006, val_ACC= 0.4961, val_ACER= 0.5168
epoch:881, Test: ACC= 0.5116, APCER= 0.4286, BPCER= 0.6522, ACER= 0.5404
epoch:882, Train: Absolute_Depth_loss= 0.0088, Contrastive_Depth_loss= 0.0044
epoch:883, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043
epoch:884, Train: Absolute_Depth_loss= 0.0090, Contrastive_Depth_loss= 0.0043
epoch:885, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0043
epoch:886, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041
epoch:887, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042
epoch:888, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042
epoch:889, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042
epoch:890, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042
epoch:891, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042
epoch:892, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0043
epoch:893, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0042
epoch:894, Train: Absolute_Depth_loss= 0.0077, Contrastive_Depth_loss= 0.0041
epoch:895, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0042
epoch:896, Train: Absolute_Depth_loss= 0.0087, Contrastive_Depth_loss= 0.0043
epoch:897, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042
epoch:898, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041
epoch:899, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0043
epoch:900, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042
epoch:901, Train: Absolute_Depth_loss= 0.0085, Contrastive_Depth_loss= 0.0043

epoch:901, Val: val_threshold= 0.0004, val_ACC= 0.4729, val_ACER= 0.5457
epoch:901, Test: ACC= 0.5465, APCER= 0.4928, BPCER= 0.2941, ACER= 0.3934
epoch:902, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042
epoch:903, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0042
epoch:904, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042
epoch:905, Train: Absolute_Depth_loss= 0.0084, Contrastive_Depth_loss= 0.0043
epoch:906, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042
epoch:907, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0041
epoch:908, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042
epoch:909, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042
epoch:910, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042
epoch:911, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041
epoch:912, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042
epoch:913, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042
epoch:914, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041
epoch:915, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042
epoch:916, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0041
epoch:917, Train: Absolute_Depth_loss= 0.0077, Contrastive_Depth_loss= 0.0041
epoch:918, Train: Absolute_Depth_loss= 0.0084, Contrastive_Depth_loss= 0.0042
epoch:919, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042
epoch:920, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0041
epoch:921, Train: Absolute_Depth_loss= 0.0084, Contrastive_Depth_loss= 0.0042

epoch:921, Val: val_threshold= 0.0007, val_ACC= 0.5581, val_ACER= 0.4561
epoch:921, Test: ACC= 0.4535, APCER= 0.5278, BPCER= 0.6429, ACER= 0.5853
epoch:922, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0042
epoch:923, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042
epoch:924, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041
epoch:925, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042
epoch:926, Train: Absolute_Depth_loss= 0.0085, Contrastive_Depth_loss= 0.0043
epoch:927, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042
epoch:928, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042
epoch:929, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042
epoch:930, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042
epoch:931, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0041
epoch:932, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042
epoch:933, Train: Absolute_Depth_loss= 0.0084, Contrastive_Depth_loss= 0.0043
epoch:934, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042
epoch:935, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0041
epoch:936, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042
epoch:937, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041
epoch:938, Train: Absolute_Depth_loss= 0.0077, Contrastive_Depth_loss= 0.0042
epoch:939, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0041
epoch:940, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041
epoch:941, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042

epoch:941, Val: val_threshold= 0.0003, val_ACC= 0.4341, val_ACER= 0.5713
epoch:941, Test: ACC= 0.4651, APCER= 0.5507, BPCER= 0.4706, ACER= 0.5107
epoch:942, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042
epoch:943, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0041
epoch:944, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0041
epoch:945, Train: Absolute_Depth_loss= 0.0077, Contrastive_Depth_loss= 0.0041
epoch:946, Train: Absolute_Depth_loss= 0.0073, Contrastive_Depth_loss= 0.0040
epoch:947, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041
epoch:948, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0041
epoch:949, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0041
epoch:950, Train: Absolute_Depth_loss= 0.0072, Contrastive_Depth_loss= 0.0041
epoch:951, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0041
epoch:952, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041
epoch:953, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042
epoch:954, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042
epoch:955, Train: Absolute_Depth_loss= 0.0077, Contrastive_Depth_loss= 0.0041
epoch:956, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0042
epoch:957, Train: Absolute_Depth_loss= 0.0084, Contrastive_Depth_loss= 0.0042
epoch:958, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042
epoch:959, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0042
epoch:960, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0040
epoch:961, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042

epoch:961, Val: val_threshold= 0.0005, val_ACC= 0.5194, val_ACER= 0.4883
epoch:961, Test: ACC= 0.5000, APCER= 0.5806, BPCER= 0.2917, ACER= 0.4362
epoch:962, Train: Absolute_Depth_loss= 0.0077, Contrastive_Depth_loss= 0.0041
epoch:963, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0042
epoch:964, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042
epoch:965, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041
epoch:966, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041
epoch:967, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0041
epoch:968, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0041
epoch:969, Train: Absolute_Depth_loss= 0.0072, Contrastive_Depth_loss= 0.0039
epoch:970, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041
epoch:971, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0040
epoch:972, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041
epoch:973, Train: Absolute_Depth_loss= 0.0074, Contrastive_Depth_loss= 0.0040
epoch:974, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042
epoch:975, Train: Absolute_Depth_loss= 0.0072, Contrastive_Depth_loss= 0.0040
epoch:976, Train: Absolute_Depth_loss= 0.0077, Contrastive_Depth_loss= 0.0041
epoch:977, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041
epoch:978, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0040
epoch:979, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0041
epoch:980, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0041
epoch:981, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0040

epoch:981, Val: val_threshold= 0.0006, val_ACC= 0.5116, val_ACER= 0.5058
epoch:981, Test: ACC= 0.5349, APCER= 0.4925, BPCER= 0.3684, ACER= 0.4305
epoch:982, Train: Absolute_Depth_loss= 0.0069, Contrastive_Depth_loss= 0.0039
epoch:983, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0041
epoch:984, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042
epoch:985, Train: Absolute_Depth_loss= 0.0074, Contrastive_Depth_loss= 0.0040
epoch:986, Train: Absolute_Depth_loss= 0.0077, Contrastive_Depth_loss= 0.0041
epoch:987, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0042
epoch:988, Train: Absolute_Depth_loss= 0.0074, Contrastive_Depth_loss= 0.0040
epoch:989, Train: Absolute_Depth_loss= 0.0074, Contrastive_Depth_loss= 0.0040
epoch:990, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041
epoch:991, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0041
epoch:992, Train: Absolute_Depth_loss= 0.0074, Contrastive_Depth_loss= 0.0040
epoch:993, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0040
epoch:994, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0041
epoch:995, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041
epoch:996, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041
epoch:997, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041
epoch:998, Train: Absolute_Depth_loss= 0.0071, Contrastive_Depth_loss= 0.0039
epoch:999, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041
epoch:1000, Train: Absolute_Depth_loss= 0.0071, Contrastive_Depth_loss= 0.0039
epoch:1001, Train: Absolute_Depth_loss= 0.0064, Contrastive_Depth_loss= 0.0037

epoch:1001, Val: val_threshold= 0.0007, val_ACC= 0.5349, val_ACER= 0.4638
epoch:1001, Test: ACC= 0.4419, APCER= 0.6119, BPCER= 0.3684, ACER= 0.4902
epoch:1002, Train: Absolute_Depth_loss= 0.0067, Contrastive_Depth_loss= 0.0038
epoch:1003, Train: Absolute_Depth_loss= 0.0065, Contrastive_Depth_loss= 0.0038
epoch:1004, Train: Absolute_Depth_loss= 0.0064, Contrastive_Depth_loss= 0.0037
epoch:1005, Train: Absolute_Depth_loss= 0.0064, Contrastive_Depth_loss= 0.0038
epoch:1006, Train: Absolute_Depth_loss= 0.0066, Contrastive_Depth_loss= 0.0037
epoch:1007, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037
epoch:1008, Train: Absolute_Depth_loss= 0.0063, Contrastive_Depth_loss= 0.0037
epoch:1009, Train: Absolute_Depth_loss= 0.0073, Contrastive_Depth_loss= 0.0040
epoch:1010, Train: Absolute_Depth_loss= 0.0065, Contrastive_Depth_loss= 0.0038
epoch:1011, Train: Absolute_Depth_loss= 0.0064, Contrastive_Depth_loss= 0.0037
epoch:1012, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0037
epoch:1013, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037
epoch:1014, Train: Absolute_Depth_loss= 0.0064, Contrastive_Depth_loss= 0.0038
epoch:1015, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036
epoch:1016, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037
epoch:1017, Train: Absolute_Depth_loss= 0.0063, Contrastive_Depth_loss= 0.0037
epoch:1018, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036
epoch:1019, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037
epoch:1020, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036
epoch:1021, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0036

epoch:1021, Val: val_threshold= 0.0004, val_ACC= 0.5426, val_ACER= 0.4660
epoch:1021, Test: ACC= 0.5465, APCER= 0.5000, BPCER= 0.3182, ACER= 0.4091
epoch:1022, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036
epoch:1023, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037
epoch:1024, Train: Absolute_Depth_loss= 0.0066, Contrastive_Depth_loss= 0.0037
epoch:1025, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0037
epoch:1026, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037
epoch:1027, Train: Absolute_Depth_loss= 0.0063, Contrastive_Depth_loss= 0.0037
epoch:1028, Train: Absolute_Depth_loss= 0.0063, Contrastive_Depth_loss= 0.0037
epoch:1029, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0036
epoch:1030, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0037
epoch:1031, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037
epoch:1032, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036
epoch:1033, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0037
epoch:1034, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036
epoch:1035, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0036
epoch:1036, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036
epoch:1037, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1038, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0036
epoch:1039, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036
epoch:1040, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0036
epoch:1041, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035

epoch:1041, Val: val_threshold= 0.0004, val_ACC= 0.4806, val_ACER= 0.5293
epoch:1041, Test: ACC= 0.4302, APCER= 0.5758, BPCER= 0.5500, ACER= 0.5629
epoch:1042, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036
epoch:1043, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036
epoch:1044, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036
epoch:1045, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0036
epoch:1046, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036
epoch:1047, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037
epoch:1048, Train: Absolute_Depth_loss= 0.0063, Contrastive_Depth_loss= 0.0037
epoch:1049, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0036
epoch:1050, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035
epoch:1051, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036
epoch:1052, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0037
epoch:1053, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035
epoch:1054, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036
epoch:1055, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0036
epoch:1056, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036
epoch:1057, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036
epoch:1058, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035
epoch:1059, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036
epoch:1060, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037
epoch:1061, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036

epoch:1061, Val: val_threshold= 0.0004, val_ACC= 0.5504, val_ACER= 0.4516
epoch:1061, Test: ACC= 0.5465, APCER= 0.5385, BPCER= 0.1905, ACER= 0.3645
epoch:1062, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036
epoch:1063, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035
epoch:1064, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0036
epoch:1065, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036
epoch:1066, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036
epoch:1067, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1068, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035
epoch:1069, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0035
epoch:1070, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036
epoch:1071, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036
epoch:1072, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036
epoch:1073, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0036
epoch:1074, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0037
epoch:1075, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036
epoch:1076, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036
epoch:1077, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0035
epoch:1078, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035
epoch:1079, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036
epoch:1080, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0036
epoch:1081, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035

epoch:1081, Val: val_threshold= 0.0005, val_ACC= 0.4651, val_ACER= 0.5411
epoch:1081, Test: ACC= 0.4070, APCER= 0.6364, BPCER= 0.4500, ACER= 0.5432
epoch:1082, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034
epoch:1083, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034
epoch:1084, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035
epoch:1085, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0036
epoch:1086, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0035
epoch:1087, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0036
epoch:1088, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1089, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0037
epoch:1090, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036
epoch:1091, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1092, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036
epoch:1093, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1094, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035
epoch:1095, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035
epoch:1096, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035
epoch:1097, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1098, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035
epoch:1099, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035
epoch:1100, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0035
epoch:1101, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035

epoch:1101, Val: val_threshold= 0.0004, val_ACC= 0.5504, val_ACER= 0.4763
epoch:1101, Test: ACC= 0.5349, APCER= 0.4923, BPCER= 0.3810, ACER= 0.4366
epoch:1102, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035
epoch:1103, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035
epoch:1104, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0036
epoch:1105, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034
epoch:1106, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0036
epoch:1107, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1108, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0036
epoch:1109, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035
epoch:1110, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036
epoch:1111, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035
epoch:1112, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1113, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036
epoch:1114, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036
epoch:1115, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035
epoch:1116, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1117, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0035
epoch:1118, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0036
epoch:1119, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1120, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035
epoch:1121, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035

epoch:1121, Val: val_threshold= 0.0005, val_ACC= 0.5271, val_ACER= 0.4827
epoch:1121, Test: ACC= 0.5116, APCER= 0.5000, BPCER= 0.4500, ACER= 0.4750
epoch:1122, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033
epoch:1123, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036
epoch:1124, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035
epoch:1125, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035
epoch:1126, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034
epoch:1127, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035
epoch:1128, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1129, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034
epoch:1130, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1131, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035
epoch:1132, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0036
epoch:1133, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1134, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035
epoch:1135, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033
epoch:1136, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0034
epoch:1137, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033
epoch:1138, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1139, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0035
epoch:1140, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034
epoch:1141, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035

epoch:1141, Val: val_threshold= 0.0003, val_ACC= 0.5659, val_ACER= 0.4435
epoch:1141, Test: ACC= 0.5233, APCER= 0.4928, BPCER= 0.4118, ACER= 0.4523
epoch:1142, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036
epoch:1143, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0034
epoch:1144, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0034
epoch:1145, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0036
epoch:1146, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1147, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1148, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035
epoch:1149, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0034
epoch:1150, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1151, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035
epoch:1152, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033
epoch:1153, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036
epoch:1154, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0035
epoch:1155, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034
epoch:1156, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0035
epoch:1157, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1158, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0034
epoch:1159, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0034
epoch:1160, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035
epoch:1161, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034

epoch:1161, Val: val_threshold= 0.0003, val_ACC= 0.5969, val_ACER= 0.4171
epoch:1161, Test: ACC= 0.5116, APCER= 0.5077, BPCER= 0.4286, ACER= 0.4681
epoch:1162, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0035
epoch:1163, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035
epoch:1164, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0035
epoch:1165, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1166, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1167, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034
epoch:1168, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1169, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035
epoch:1170, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033
epoch:1171, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0034
epoch:1172, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0034
epoch:1173, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1174, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0034
epoch:1175, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033
epoch:1176, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0034
epoch:1177, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034
epoch:1178, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1179, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1180, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034
epoch:1181, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0033

epoch:1181, Val: val_threshold= 0.0003, val_ACC= 0.5659, val_ACER= 0.4511
epoch:1181, Test: ACC= 0.5349, APCER= 0.4857, BPCER= 0.3750, ACER= 0.4304
epoch:1182, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1183, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0035
epoch:1184, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035
epoch:1185, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034
epoch:1186, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0034
epoch:1187, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033
epoch:1188, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0033
epoch:1189, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035
epoch:1190, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035
epoch:1191, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1192, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034
epoch:1193, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0034
epoch:1194, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0034
epoch:1195, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0034
epoch:1196, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0034
epoch:1197, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034
epoch:1198, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0033
epoch:1199, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0033
epoch:1200, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035
epoch:1201, Train: Absolute_Depth_loss= 0.0049, Contrastive_Depth_loss= 0.0033

epoch:1201, Val: val_threshold= 0.0004, val_ACC= 0.5039, val_ACER= 0.4924
epoch:1201, Test: ACC= 0.4302, APCER= 0.5479, BPCER= 0.6923, ACER= 0.6201
epoch:1202, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0034
epoch:1203, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034
epoch:1204, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033
epoch:1205, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1206, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0034
epoch:1207, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1208, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033
epoch:1209, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034
epoch:1210, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1211, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034
epoch:1212, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0033
epoch:1213, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1214, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0035
epoch:1215, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033
epoch:1216, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0033
epoch:1217, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0033
epoch:1218, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035
epoch:1219, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1220, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0034
epoch:1221, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033

epoch:1221, Val: val_threshold= 0.0005, val_ACC= 0.5194, val_ACER= 0.4797
epoch:1221, Test: ACC= 0.4070, APCER= 0.6667, BPCER= 0.3500, ACER= 0.5083
epoch:1222, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034
epoch:1223, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0033
epoch:1224, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0034
epoch:1225, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033
epoch:1226, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035
epoch:1227, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034
epoch:1228, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034
epoch:1229, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033
epoch:1230, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033
epoch:1231, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0034
epoch:1232, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035
epoch:1233, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1234, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034
epoch:1235, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034
epoch:1236, Train: Absolute_Depth_loss= 0.0049, Contrastive_Depth_loss= 0.0033
epoch:1237, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1238, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034
epoch:1239, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034
epoch:1240, Train: Absolute_Depth_loss= 0.0049, Contrastive_Depth_loss= 0.0033
epoch:1241, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0033

epoch:1241, Val: val_threshold= 0.0004, val_ACC= 0.5194, val_ACER= 0.4928
epoch:1241, Test: ACC= 0.5116, APCER= 0.5224, BPCER= 0.3684, ACER= 0.4454
epoch:1242, Train: Absolute_Depth_loss= 0.0047, Contrastive_Depth_loss= 0.0032
epoch:1243, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034
epoch:1244, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034
epoch:1245, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0033
epoch:1246, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033
epoch:1247, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1248, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035
epoch:1249, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033
epoch:1250, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0034
epoch:1251, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0034
epoch:1252, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1253, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035
epoch:1254, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033
epoch:1255, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034
epoch:1256, Train: Absolute_Depth_loss= 0.0049, Contrastive_Depth_loss= 0.0033
epoch:1257, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034
epoch:1258, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033
epoch:1259, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034
epoch:1260, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035
epoch:1261, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035

epoch:1261, Val: val_threshold= 0.0005, val_ACC= 0.5659, val_ACER= 0.4435
epoch:1261, Test: ACC= 0.4302, APCER= 0.5797, BPCER= 0.5294, ACER= 0.5546
epoch:1262, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033
epoch:1263, Train: Absolute_Depth_loss= 0.0048, Contrastive_Depth_loss= 0.0033
epoch:1264, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035
epoch:1265, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034
epoch:1266, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0033
epoch:1267, Train: Absolute_Depth_loss= 0.0047, Contrastive_Depth_loss= 0.0032
epoch:1268, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1269, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1270, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0034
epoch:1271, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0033
epoch:1272, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033
epoch:1273, Train: Absolute_Depth_loss= 0.0047, Contrastive_Depth_loss= 0.0032
epoch:1274, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1275, Train: Absolute_Depth_loss= 0.0049, Contrastive_Depth_loss= 0.0033
epoch:1276, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0033
epoch:1277, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034
epoch:1278, Train: Absolute_Depth_loss= 0.0049, Contrastive_Depth_loss= 0.0032
epoch:1279, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034
epoch:1280, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033
epoch:1281, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033

epoch:1281, Val: val_threshold= 0.0004, val_ACC= 0.5271, val_ACER= 0.4756
epoch:1281, Test: ACC= 0.4651, APCER= 0.5909, BPCER= 0.3500, ACER= 0.4705
epoch:1282, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033
epoch:1283, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033
epoch:1284, Train: Absolute_Depth_loss= 0.0047, Contrastive_Depth_loss= 0.0032
epoch:1285, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1286, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0034
epoch:1287, Train: Absolute_Depth_loss= 0.0047, Contrastive_Depth_loss= 0.0032
epoch:1288, Train: Absolute_Depth_loss= 0.0048, Contrastive_Depth_loss= 0.0033
epoch:1289, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1290, Train: Absolute_Depth_loss= 0.0049, Contrastive_Depth_loss= 0.0033
epoch:1291, Train: Absolute_Depth_loss= 0.0048, Contrastive_Depth_loss= 0.0033
epoch:1292, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1293, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034
epoch:1294, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0035
epoch:1295, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0033
epoch:1296, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0034
epoch:1297, Train: Absolute_Depth_loss= 0.0049, Contrastive_Depth_loss= 0.0033
epoch:1298, Train: Absolute_Depth_loss= 0.0047, Contrastive_Depth_loss= 0.0033
epoch:1299, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033
epoch:1300, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033

As the absolute loss and contrastive depth loss are good, but the ACER is not performing well,

Can you please clear my questions

it will be a great help

Hope for a reply

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@voqtuyen @OrkhanHI @punitha-valli @610821216