diff --git a/.idea/.gitignore b/.idea/.gitignore new file mode 100644 index 0000000..26d3352 --- /dev/null +++ b/.idea/.gitignore @@ -0,0 +1,3 @@ +# Default ignored files +/shelf/ +/workspace.xml diff --git a/.idea/MICCAI2021_Cataract_semantic_segmentation.iml b/.idea/MICCAI2021_Cataract_semantic_segmentation.iml new file mode 100644 index 0000000..fbe7cc3 --- /dev/null +++ b/.idea/MICCAI2021_Cataract_semantic_segmentation.iml @@ -0,0 +1,12 @@ + + + + + + + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..105ce2d --- /dev/null +++ b/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml new file mode 100644 index 0000000..a4652f3 --- /dev/null +++ b/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml new file mode 100644 index 0000000..0cf4226 --- /dev/null +++ b/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/vcs.xml b/.idea/vcs.xml new file mode 100644 index 0000000..94a25f7 --- /dev/null +++ b/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/data/data.csv b/data/data.csv index 24b82e6..6788569 100644 --- a/data/data.csv +++ b/data/data.csv @@ -1,4671 +1,27 @@ ,img_path,lbl_path,blacklisted,comment,relabeled,folder_name,file_name,Pupil,Surgical Tape,Hand,Eye Retractors,Iris,Skin,Cornea,Hydrodissection Cannula,Viscoelastic Cannula,Capsulorhexis Cystotome,Rycroft Cannula,Bonn Forceps,Primary Knife,Phacoemulsifier Handpiece,Lens Injector,I/A Handpiece,Secondary Knife,Micromanipulator,I/A Handpiece Handle,Capsulorhexis Forceps,Rycroft Cannula Handle,Phacoemulsifier Handpiece Handle,Capsulorhexis Cystotome Handle,Secondary Knife Handle,Lens Injector Handle,Suture Needle,Needle Holder,Charleux 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b/logs/20210625_201750_e2__OCRNet_camera_ready/chkpts/sfbs new file mode 100644 index 0000000..e69de29 diff --git a/logs/20210629_205611_e1__OCRNet_camera_ready/chkpts/joho b/logs/20210629_205611_e1__OCRNet_camera_ready/chkpts/joho new file mode 100644 index 0000000..e69de29 diff --git a/managers/BaseManager.py b/managers/BaseManager.py index 38af5bb..fec0a00 100644 --- a/managers/BaseManager.py +++ b/managers/BaseManager.py @@ -2,6 +2,7 @@ import cv2 import json import torch +import pickle import datetime import numpy as np import pandas as pd @@ -191,7 +192,9 @@ def load_data(self): # Create default dataloaders if self.config['mode'] == 'inference': train_df, valid_df = self.get_seg_dataframes() + print("train_df: ", train_df, "valid_df: ", valid_df) _, valid_loader = self.get_dataloaders(train_df, valid_df, 'default') + print("valid_loader: ", valid_loader) self.data_loaders = {'valid_loader': valid_loader} return @@ -661,11 +664,18 @@ def infer(self): confusion_matrix = None with torch.no_grad(): + variables_list = [] for rec_num, (img, lbl, metadata) in enumerate(self.data_loaders['valid_loader']): print("\r Inference on {}".format(rec_num), end='', flush=True) img, lbl = img.to(self.device), lbl.to(self.device) # noinspection PyUnboundLocalVariable output = self.model(img.float()) if not self.config['tta'] else tta_model(img.float()) + print("type of output :", type(output)) + print("type of output :", output.shape) + variables_list.append(output.cpu()) + with open('output.pkl', 'wb') as h: + pickle.dump(variables_list, h) + confusion_matrix = t_get_confusion_matrix(output, lbl, confusion_matrix) if rec_num in np.round(np.linspace(0, len(self.data_loaders['valid_loader']) - 1, self.max_valid_imgs)): if not isinstance(self.model, Ensemble): diff --git a/path_to_data/segmentation/Video01/Labels/Video1_frame000090.png b/path_to_data/segmentation/Video01/Labels/Video1_frame000090.png new file mode 100644 index 0000000..0b1b58c Binary files /dev/null and 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b/path_to_data/segmentation/Video01/images/Video3_frame001550.png differ diff --git a/utils/defaults.py b/utils/defaults.py index d0ddce4..adcbb45 100644 --- a/utils/defaults.py +++ b/utils/defaults.py @@ -1,7 +1,8 @@ DATA_SPLITS = [ # Pre-defined splits of the videos, to be used generally [[1], [5]], # Split 0: debugging [[1, 3, 4, 6, 8, 9, 10, 11, 13, 14, 15, 17, 18, 19, 20, 21, 23, 24, 25], [5, 7, 16, 2, 12, 22]], # train-[val,test] - [[1, 3, 4, 6, 8, 9, 10, 11, 13, 14, 15, 17, 18, 19, 20, 21, 23, 24, 25], [5, 7, 16], [2, 12, 22]], # train-val-test + # [[1, 3, 4, 6, 8, 9, 10, 11, 13, 14, 15, 17, 18, 19, 20, 21, 23, 24, 25], [5, 7, 16], [2, 12, 22]], # train-val-test + [[3],[2],[1]], [list(range(1, 26)), [5, 7, 16, 2, 12, 22]], # Split 2 (all data) [[1, 8, 9, 10, 14, 15, 21, 23, 24], [5, 7, 16, 2, 12, 22]], # Split 3: "50% of data" (1729 frames, 49.3%) [[10, 14, 21, 24], [5, 7, 16, 2, 12, 22]], # Split 4: "25% of data" (834 frames, 23.8%) diff --git a/utils/torch_utils.py b/utils/torch_utils.py index e67d0bb..0c0923d 100644 --- a/utils/torch_utils.py +++ b/utils/torch_utils.py @@ -1,6 +1,9 @@ import torch from torch.nn import Conv2d, ConvTranspose2d, ReLU, Sequential, BatchNorm2d from torch.nn.functional import one_hot, unfold, pad +import pickle +import numpy as np +import matplotlib.pyplot as plt from utils import softmax, get_inverse_affine_matrix, rotate, InterpolationMode, CLASS_INFO, DEFAULT_VALUES @@ -234,8 +237,30 @@ def t_get_confusion_matrix(prediction: torch.Tensor, target: torch.Tensor, exist one_hot_target = one_hot_target[:, :-1] else: one_hot_target = one_hot(t, num_classes) + print("one_hot_pred: ",one_hot_pred.shape) + print("one_hot_target: ", one_hot_target.shape) + + print(type(one_hot_pred)) + + confusion_matrix = torch.matmul(one_hot_pred.to(torch.float), one_hot_target.to(torch.float)).to(torch.int) # [C, N*H*W] x [N*H*W, C] = [C, C] + + with open('one_hot_pred.pkl', 'wb') as f: + pickle.dump(one_hot_pred.cpu(), f) + + # one_hot_encoded = one_hot_pred + # one_hot_encoded_np = one_hot_encoded.cpu().numpy() + # original_shape = (960, 540, 8) + # one_hot_encoded_np = one_hot_encoded_np.reshape(original_shape) + # segmentation_mask = np.argmax(one_hot_encoded_np, axis=-1) + # # Display the segmentation mask using matplotlib + # plt.imshow(segmentation_mask, cmap='tab20') # 'tab20' provides a colormap with 20 distinct colors + # plt.colorbar() + # plt.title("Segmentation Mask") + # plt.show() + + if existing_matrix is not None: confusion_matrix += existing_matrix return confusion_matrix