From ba5164d3e3ede779ad89feb6f9b182adfa13b887 Mon Sep 17 00:00:00 2001
From: Andrew Beveridge <andrew@beveridge.uk>
Date: Tue, 17 Dec 2024 22:19:02 -0500
Subject: [PATCH] Fixed scoring setup for single stem models e.g. kuielab
 drums/bass. Updated scores.

---
 audio_separator/models-scores.json     | 7704 +++++++++++++++++-------
 tests/model-metrics/test-all-models.py |   38 +-
 2 files changed, 5441 insertions(+), 2301 deletions(-)

diff --git a/audio_separator/models-scores.json b/audio_separator/models-scores.json
index e9c66a3..f1980f1 100644
--- a/audio_separator/models-scores.json
+++ b/audio_separator/models-scores.json
@@ -2468,20 +2468,37 @@
             "ISR": 27.6831
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 7.45618,
+            "SIR": 18.7851,
+            "SAR": 7.63734,
+            "ISR": 12.4079
+          },
+          "instrumental": {
+            "SDR": 13.487,
+            "SIR": 17.408,
+            "SAR": 15.3937,
+            "ISR": 25.7793
+          }
+        }
       }
     ],
     "median_scores": {
       "vocals": {
-        "SDR": 9.15686,
-        "SIR": 19.528,
-        "SAR": 9.61374,
-        "ISR": 13.5481
+        "SDR": 9.05059,
+        "SIR": 19.1565,
+        "SAR": 9.38895,
+        "ISR": 13.316
       },
       "instrumental": {
-        "SDR": 13.4235,
-        "SIR": 19.3639,
-        "SAR": 15.0541,
-        "ISR": 22.6478
+        "SDR": 13.4552,
+        "SIR": 18.9635,
+        "SAR": 15.2239,
+        "ISR": 22.7817
       }
     }
   },
@@ -2708,20 +2725,37 @@
             "ISR": 27.9776
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 7.10087,
+            "SIR": 18.958,
+            "SAR": 7.08537,
+            "ISR": 13.6148
+          },
+          "instrumental": {
+            "SDR": 14.759,
+            "SIR": 21.1519,
+            "SAR": 15.4328,
+            "ISR": 25.6944
+          }
+        }
       }
     ],
     "median_scores": {
       "vocals": {
-        "SDR": 9.62488,
-        "SIR": 20.6745,
-        "SAR": 9.57108,
-        "ISR": 14.7193
+        "SDR": 9.41088,
+        "SIR": 20.3705,
+        "SAR": 9.18372,
+        "ISR": 14.5086
       },
       "instrumental": {
-        "SDR": 14.0458,
-        "SIR": 20.8494,
-        "SAR": 15.1092,
-        "ISR": 20.8473
+        "SDR": 14.4024,
+        "SIR": 20.9246,
+        "SAR": 15.271,
+        "ISR": 21.7713
       }
     }
   },
@@ -2948,20 +2982,37 @@
             "ISR": 26.8621
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 7.12336,
+            "SIR": 17.4523,
+            "SAR": 7.43998,
+            "ISR": 14.7645
+          },
+          "instrumental": {
+            "SDR": 14.1192,
+            "SIR": 20.6636,
+            "SAR": 15.001,
+            "ISR": 23.6453
+          }
+        }
       }
     ],
     "median_scores": {
       "vocals": {
-        "SDR": 9.42073,
-        "SIR": 19.5138,
-        "SAR": 9.495,
-        "ISR": 15.7559
+        "SDR": 9.20509,
+        "SIR": 19.0404,
+        "SAR": 9.15433,
+        "ISR": 15.7463
       },
       "instrumental": {
-        "SDR": 13.7151,
-        "SIR": 20.8559,
-        "SAR": 14.7527,
-        "ISR": 22.1146
+        "SDR": 13.9171,
+        "SIR": 20.7597,
+        "SAR": 14.8769,
+        "ISR": 22.2749
       }
     }
   },
@@ -3188,20 +3239,37 @@
             "ISR": 32.1099
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 2.83911,
+            "SIR": 23.4852,
+            "SAR": 0.77468,
+            "ISR": 4.56767
+          },
+          "instrumental": {
+            "SDR": 11.2504,
+            "SIR": 8.17764,
+            "SAR": 13.5702,
+            "ISR": 23.2439
+          }
+        }
       }
     ],
     "median_scores": {
       "vocals": {
-        "SDR": 5.75754,
-        "SIR": 23.2173,
-        "SAR": 4.45585,
-        "ISR": 7.65573
+        "SDR": 5.49064,
+        "SIR": 23.3097,
+        "SAR": 4.28531,
+        "ISR": 7.40913
       },
       "instrumental": {
-        "SDR": 12.455,
-        "SIR": 14.2008,
-        "SAR": 14.8301,
-        "ISR": 22.5482
+        "SDR": 12.3399,
+        "SIR": 14.0108,
+        "SAR": 14.7576,
+        "ISR": 22.7182
       }
     }
   },
@@ -3428,20 +3496,37 @@
             "ISR": 33.5654
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 2.74924,
+            "SIR": 21.6133,
+            "SAR": 1.58186,
+            "ISR": 5.23802
+          },
+          "instrumental": {
+            "SDR": 13.426,
+            "SIR": 11.1279,
+            "SAR": 14.2701,
+            "ISR": 25.4548
+          }
+        }
       }
     ],
     "median_scores": {
       "vocals": {
-        "SDR": 5.50836,
-        "SIR": 23.2346,
-        "SAR": 4.48195,
-        "ISR": 7.44542
+        "SDR": 5.0617,
+        "SIR": 22.6846,
+        "SAR": 4.47681,
+        "ISR": 7.32311
       },
       "instrumental": {
-        "SDR": 12.5768,
-        "SIR": 14.2347,
-        "SAR": 15.1751,
-        "ISR": 21.8189
+        "SDR": 12.6361,
+        "SIR": 14.1397,
+        "SAR": 15.1708,
+        "ISR": 21.9049
       }
     }
   },
@@ -3668,20 +3753,37 @@
             "ISR": 28.0967
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 8.24604,
+            "SIR": 21.1342,
+            "SAR": 8.46357,
+            "ISR": 12.9112
+          },
+          "instrumental": {
+            "SDR": 12.9823,
+            "SIR": 16.7981,
+            "SAR": 14.6151,
+            "ISR": 27.3577
+          }
+        }
       }
     ],
     "median_scores": {
       "vocals": {
-        "SDR": 9.19081,
-        "SIR": 20.3737,
-        "SAR": 9.8804,
-        "ISR": 13.8982
+        "SDR": 9.18559,
+        "SIR": 20.5895,
+        "SAR": 9.46369,
+        "ISR": 13.6994
       },
       "instrumental": {
-        "SDR": 13.9244,
-        "SIR": 19.1375,
-        "SAR": 15.2764,
-        "ISR": 22.1341
+        "SDR": 13.5527,
+        "SIR": 18.4594,
+        "SAR": 15.2427,
+        "ISR": 22.5724
       }
     }
   },
@@ -3908,20 +4010,37 @@
             "ISR": 28.4452
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 7.69217,
+            "SIR": 19.6891,
+            "SAR": 8.05813,
+            "ISR": 12.1802
+          },
+          "instrumental": {
+            "SDR": 13.4725,
+            "SIR": 17.321,
+            "SAR": 15.1231,
+            "ISR": 25.7254
+          }
+        }
       }
     ],
     "median_scores": {
       "vocals": {
-        "SDR": 9.1635,
-        "SIR": 19.9612,
-        "SAR": 9.5192,
-        "ISR": 12.9511
+        "SDR": 9.03903,
+        "SIR": 19.8252,
+        "SAR": 9.27077,
+        "ISR": 12.7686
       },
       "instrumental": {
-        "SDR": 13.1921,
-        "SIR": 18.8059,
-        "SAR": 15.1402,
-        "ISR": 22.0859
+        "SDR": 13.3323,
+        "SIR": 18.6296,
+        "SAR": 15.1317,
+        "ISR": 22.7691
       }
     }
   },
@@ -4148,20 +4267,37 @@
             "ISR": 28.1565
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 6.7797,
+            "SIR": 18.8522,
+            "SAR": 7.17519,
+            "ISR": 11.1195
+          },
+          "instrumental": {
+            "SDR": 14.3973,
+            "SIR": 18.1526,
+            "SAR": 16.0058,
+            "ISR": 25.9338
+          }
+        }
       }
     ],
     "median_scores": {
       "vocals": {
-        "SDR": 9.30976,
-        "SIR": 20.1864,
-        "SAR": 9.65443,
-        "ISR": 12.9209
+        "SDR": 9.13121,
+        "SIR": 19.9219,
+        "SAR": 9.29078,
+        "ISR": 12.8451
       },
       "instrumental": {
-        "SDR": 13.2989,
-        "SIR": 19.3881,
-        "SAR": 15.3424,
-        "ISR": 22.2958
+        "SDR": 13.8481,
+        "SIR": 18.9888,
+        "SAR": 15.6741,
+        "ISR": 22.427
       }
     }
   },
@@ -4388,20 +4524,37 @@
             "ISR": 26.4234
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 6.06859,
+            "SIR": 17.2859,
+            "SAR": 6.67274,
+            "ISR": 11.3402
+          },
+          "instrumental": {
+            "SDR": 14.5972,
+            "SIR": 19.4296,
+            "SAR": 16.1956,
+            "ISR": 24.7395
+          }
+        }
       }
     ],
     "median_scores": {
       "vocals": {
-        "SDR": 8.70022,
-        "SIR": 18.7999,
-        "SAR": 9.07667,
-        "ISR": 12.714
+        "SDR": 8.68528,
+        "SIR": 18.67,
+        "SAR": 8.78329,
+        "ISR": 12.5569
       },
       "instrumental": {
-        "SDR": 12.9624,
-        "SIR": 19.7319,
-        "SAR": 14.9762,
-        "ISR": 21.3663
+        "SDR": 13.5627,
+        "SIR": 19.5808,
+        "SAR": 15.463,
+        "ISR": 21.4697
       }
     }
   },
@@ -4628,20 +4781,37 @@
             "ISR": 26.6374
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 5.78824,
+            "SIR": 17.2413,
+            "SAR": 6.35979,
+            "ISR": 11.2602
+          },
+          "instrumental": {
+            "SDR": 14.9635,
+            "SIR": 19.5241,
+            "SAR": 16.1938,
+            "ISR": 24.8392
+          }
+        }
       }
     ],
     "median_scores": {
       "vocals": {
-        "SDR": 8.6596,
-        "SIR": 19.2793,
-        "SAR": 8.80304,
-        "ISR": 12.4588
+        "SDR": 8.64287,
+        "SIR": 19.2692,
+        "SAR": 8.60117,
+        "ISR": 12.3695
       },
       "instrumental": {
-        "SDR": 13.0979,
-        "SIR": 19.5197,
-        "SAR": 15.0563,
-        "ISR": 21.1922
+        "SDR": 13.6161,
+        "SIR": 19.5219,
+        "SAR": 15.4529,
+        "ISR": 21.3153
       }
     }
   },
@@ -4868,20 +5038,37 @@
             "ISR": 27.9267
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 6.43966,
+            "SIR": 17.6976,
+            "SAR": 6.78796,
+            "ISR": 11.3965
+          },
+          "instrumental": {
+            "SDR": 14.0883,
+            "SIR": 18.396,
+            "SAR": 15.4366,
+            "ISR": 24.944
+          }
+        }
       }
     ],
     "median_scores": {
       "vocals": {
-        "SDR": 8.70133,
-        "SIR": 20.7771,
-        "SAR": 8.96628,
-        "ISR": 12.0406
+        "SDR": 8.64396,
+        "SIR": 19.712,
+        "SAR": 8.45781,
+        "ISR": 12.0364
       },
       "instrumental": {
-        "SDR": 12.8085,
-        "SIR": 18.9793,
-        "SAR": 15.0333,
-        "ISR": 21.2653
+        "SDR": 13.4484,
+        "SIR": 18.8546,
+        "SAR": 15.235,
+        "ISR": 22.112
       }
     }
   },
@@ -5108,20 +5295,37 @@
             "ISR": 27.4427
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 6.6711,
+            "SIR": 18.0848,
+            "SAR": 6.89336,
+            "ISR": 11.3345
+          },
+          "instrumental": {
+            "SDR": 14.3313,
+            "SIR": 18.9451,
+            "SAR": 15.6149,
+            "ISR": 25.2544
+          }
+        }
       }
     ],
     "median_scores": {
       "vocals": {
-        "SDR": 8.6614,
-        "SIR": 20.2237,
-        "SAR": 9.18637,
-        "ISR": 12.5797
+        "SDR": 8.62843,
+        "SIR": 19.4616,
+        "SAR": 8.75148,
+        "ISR": 12.3716
       },
       "instrumental": {
-        "SDR": 13.0206,
-        "SIR": 19.2392,
-        "SAR": 15.3373,
-        "ISR": 20.6964
+        "SDR": 13.631,
+        "SIR": 19.0922,
+        "SAR": 15.4761,
+        "ISR": 21.481
       }
     }
   },
@@ -5348,20 +5552,37 @@
             "ISR": 27.503
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 7.25203,
+            "SIR": 18.8013,
+            "SAR": 7.45612,
+            "ISR": 12.4327
+          },
+          "instrumental": {
+            "SDR": 13.614,
+            "SIR": 18.0469,
+            "SAR": 15.2312,
+            "ISR": 25.1401
+          }
+        }
       }
     ],
     "median_scores": {
       "vocals": {
-        "SDR": 8.89648,
-        "SIR": 19.9102,
-        "SAR": 9.35723,
-        "ISR": 12.9232
+        "SDR": 8.7696,
+        "SIR": 19.3558,
+        "SAR": 8.88405,
+        "ISR": 12.8259
       },
       "instrumental": {
-        "SDR": 13.0762,
-        "SIR": 19.7323,
-        "SAR": 15.1034,
-        "ISR": 21.7636
+        "SDR": 13.3451,
+        "SIR": 19.263,
+        "SAR": 15.1673,
+        "ISR": 22.0936
       }
     }
   },
@@ -5588,20 +5809,37 @@
             "ISR": 28.4553
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 7.25525,
+            "SIR": 19.6589,
+            "SAR": 7.16343,
+            "ISR": 11.5635
+          },
+          "instrumental": {
+            "SDR": 13.1225,
+            "SIR": 16.846,
+            "SAR": 15.0242,
+            "ISR": 26.1152
+          }
+        }
       }
     ],
     "median_scores": {
       "vocals": {
-        "SDR": 8.87081,
-        "SIR": 21.4839,
-        "SAR": 9.28839,
-        "ISR": 12.5775
+        "SDR": 8.75437,
+        "SIR": 20.5714,
+        "SAR": 8.74247,
+        "ISR": 12.3809
       },
       "instrumental": {
-        "SDR": 13.3908,
-        "SIR": 19.119,
-        "SAR": 15.3823,
-        "ISR": 21.4844
+        "SDR": 13.2567,
+        "SIR": 18.5598,
+        "SAR": 15.2641,
+        "ISR": 21.8617
       }
     }
   },
@@ -5828,20 +6066,37 @@
             "ISR": 28.0676
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 6.82749,
+            "SIR": 19.196,
+            "SAR": 6.84891,
+            "ISR": 11.0321
+          },
+          "instrumental": {
+            "SDR": 13.3009,
+            "SIR": 17.0932,
+            "SAR": 15.276,
+            "ISR": 26.1144
+          }
+        }
       }
     ],
     "median_scores": {
       "vocals": {
-        "SDR": 8.82975,
-        "SIR": 21.0804,
-        "SAR": 9.26727,
-        "ISR": 12.2981
+        "SDR": 8.74019,
+        "SIR": 20.2964,
+        "SAR": 8.63884,
+        "ISR": 12.2375
       },
       "instrumental": {
-        "SDR": 13.3612,
-        "SIR": 19.3774,
-        "SAR": 15.3898,
-        "ISR": 21.4503
+        "SDR": 13.3311,
+        "SIR": 18.8104,
+        "SAR": 15.3329,
+        "ISR": 21.6986
       }
     }
   },
@@ -6068,20 +6323,37 @@
             "ISR": 23.167
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 0.40391,
+            "SIR": 13.7794,
+            "SAR": 0.06788,
+            "ISR": 4.86253
+          },
+          "instrumental": {
+            "SDR": 9.05201,
+            "SIR": 10.1529,
+            "SAR": 12.2732,
+            "ISR": 25.1146
+          }
+        }
       }
     ],
     "median_scores": {
       "vocals": {
-        "SDR": 0.04364,
-        "SIR": 8.2827,
-        "SAR": -0.01832,
-        "ISR": 1.66201
+        "SDR": 0.178258,
+        "SIR": 10.4292,
+        "SAR": -0.007215,
+        "ISR": 1.97172
       },
       "instrumental": {
-        "SDR": 7.71278,
-        "SIR": 8.18763,
-        "SAR": 18.4705,
-        "ISR": 19.3149
+        "SDR": 7.84337,
+        "SIR": 9.12331,
+        "SAR": 17.136,
+        "ISR": 19.6269
       }
     }
   },
@@ -6308,20 +6580,37 @@
             "ISR": 27.9942
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 6.02652,
+            "SIR": 17.354,
+            "SAR": 6.1273,
+            "ISR": 10.6004
+          },
+          "instrumental": {
+            "SDR": 12.9385,
+            "SIR": 16.7924,
+            "SAR": 14.934,
+            "ISR": 25.139
+          }
+        }
       }
     ],
     "median_scores": {
       "vocals": {
-        "SDR": 7.93557,
-        "SIR": 19.3656,
-        "SAR": 8.4096,
-        "ISR": 11.5903
+        "SDR": 7.75643,
+        "SIR": 19.0005,
+        "SAR": 8.11201,
+        "ISR": 11.4831
       },
       "instrumental": {
-        "SDR": 11.8457,
-        "SIR": 17.3718,
-        "SAR": 14.0378,
-        "ISR": 20.8239
+        "SDR": 12.3921,
+        "SIR": 17.3614,
+        "SAR": 14.4859,
+        "ISR": 21.1833
       }
     }
   },
@@ -6548,20 +6837,37 @@
             "ISR": 28.774
           }
         }
+      },
+      {
+        "track_name": "Auctioneer - Our Future Faces",
+        "scores": {
+          "vocals": {
+            "SDR": 6.09956,
+            "SIR": 18.5909,
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@@ -7028,20 +7351,37 @@
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@@ -14120,16 +14542,28 @@
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@@ -14137,16 +14571,28 @@
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@@ -14154,16 +14600,28 @@
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@@ -14171,16 +14629,28 @@
         "track_name": "ANiMAL - Rockshow",
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@@ -14188,16 +14658,28 @@
         "track_name": "Actions - Devil's Words",
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@@ -14205,16 +14687,28 @@
         "track_name": "Actions - One Minute Smile",
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@@ -14222,16 +14716,28 @@
         "track_name": "Actions - South Of The Water",
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@@ -14239,16 +14745,28 @@
         "track_name": "Aimee Norwich - Child",
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@@ -14256,16 +14774,28 @@
         "track_name": "Alexander Ross - Goodbye Bolero",
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@@ -14273,16 +14803,28 @@
         "track_name": "Alexander Ross - Velvet Curtain",
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@@ -14290,52 +14832,140 @@
         "track_name": "Angela Thomas Wade - Milk Cow Blues",
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+        "track_name": "Atlantis Bound - It Was My Fault For Waiting",
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+        "track_name": "Auctioneer - Our Future Faces",
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   },
-  "MDX23C_D1581.ckpt": {
-    "model_name": "MDX23C Model VIP: MDX23C_D1581",
+  "hdemucs_mmi.yaml": {
+    "model_name": "Demucs v4: hdemucs_mmi",
     "track_scores": [
       {
         "track_name": "Moosmusic - Big Dummy Shake",
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@@ -14343,16 +14973,28 @@
         "track_name": "A Classic Education - NightOwl",
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       },
@@ -14360,16 +15002,28 @@
         "track_name": "ANiMAL - Clinic A",
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@@ -14377,16 +15031,28 @@
         "track_name": "ANiMAL - Easy Tiger",
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       },
@@ -14394,16 +15060,28 @@
         "track_name": "ANiMAL - Rockshow",
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@@ -14411,16 +15089,28 @@
         "track_name": "Actions - Devil's Words",
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@@ -14428,16 +15118,28 @@
         "track_name": "Actions - One Minute Smile",
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@@ -14445,16 +15147,28 @@
         "track_name": "Actions - South Of The Water",
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@@ -14496,16 +15234,28 @@
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@@ -14513,52 +15263,140 @@
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     "track_scores": [
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@@ -14566,16 +15404,28 @@
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@@ -14583,16 +15433,28 @@
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@@ -14600,16 +15462,28 @@
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@@ -14617,16 +15491,28 @@
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@@ -14634,16 +15520,28 @@
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@@ -14651,16 +15549,28 @@
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@@ -14668,16 +15578,28 @@
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@@ -14685,33 +15607,57 @@
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@@ -14719,16 +15665,28 @@
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@@ -14736,52 +15694,99 @@
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@@ -14806,16 +15811,16 @@
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@@ -14823,16 +15828,16 @@
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@@ -14840,16 +15845,16 @@
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@@ -14908,16 +15913,16 @@
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@@ -15012,16 +16034,16 @@
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@@ -15029,16 +16051,16 @@
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@@ -15046,16 +16068,16 @@
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@@ -15063,16 +16085,16 @@
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@@ -15080,16 +16102,16 @@
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@@ -15097,16 +16119,16 @@
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@@ -15148,16 +16170,16 @@
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@@ -15182,52 +16204,69 @@
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@@ -15235,16 +16274,16 @@
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@@ -15252,16 +16291,16 @@
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@@ -15269,16 +16308,16 @@
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@@ -15286,16 +16325,16 @@
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@@ -15303,16 +16342,16 @@
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@@ -15320,16 +16359,16 @@
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@@ -15337,16 +16376,16 @@
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@@ -15354,16 +16393,16 @@
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@@ -15371,16 +16410,16 @@
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@@ -15388,16 +16427,16 @@
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@@ -15405,52 +16444,69 @@
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@@ -15458,16 +16514,16 @@
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@@ -15475,16 +16531,16 @@
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@@ -15492,16 +16548,16 @@
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@@ -15509,16 +16565,16 @@
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@@ -15526,16 +16582,16 @@
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@@ -15543,16 +16599,16 @@
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@@ -15560,16 +16616,2033 @@
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@@ -15577,16 +18650,16 @@
         "track_name": "Aimee Norwich - Child",
         "scores": {
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       },
@@ -15594,16 +18667,16 @@
         "track_name": "Alexander Ross - Goodbye Bolero",
         "scores": {
           "vocals": {
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       },
@@ -15611,16 +18684,16 @@
         "track_name": "Alexander Ross - Velvet Curtain",
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       },
@@ -15628,52 +18701,63 @@
         "track_name": "Angela Thomas Wade - Milk Cow Blues",
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+      {
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     }
   },
-  "vocals_mel_band_roformer.ckpt": {
-    "model_name": "Roformer Model: MelBand Roformer | Vocals by Kimberley Jensen",
+  "MelBandRoformerSYHFTV3Epsilon.ckpt": {
+    "model_name": "Roformer Model: MelBand Roformer Kim | SYHFT V3 by SYH99999",
     "track_scores": [
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         "track_name": "A Classic Education - NightOwl",
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       },
@@ -15681,16 +18765,16 @@
         "track_name": "ANiMAL - Clinic A",
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       },
@@ -15698,16 +18782,16 @@
         "track_name": "ANiMAL - Easy Tiger",
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       },
@@ -15715,16 +18799,16 @@
         "track_name": "ANiMAL - Rockshow",
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       },
@@ -15732,16 +18816,16 @@
         "track_name": "Actions - Devil's Words",
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       },
@@ -15749,16 +18833,16 @@
         "track_name": "Actions - One Minute Smile",
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       },
@@ -15766,16 +18850,16 @@
         "track_name": "Actions - South Of The Water",
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       },
@@ -15783,16 +18867,16 @@
         "track_name": "Aimee Norwich - Child",
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       },
@@ -15800,80 +18884,97 @@
         "track_name": "Alexander Ross - Goodbye Bolero",
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+      },
+      {
+        "track_name": "Alexander Ross - Velvet Curtain",
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       },
       {
-        "track_name": "Alexander Ross - Velvet Curtain",
+        "track_name": "Angela Thomas Wade - Milk Cow Blues",
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       },
       {
-        "track_name": "Angela Thomas Wade - Milk Cow Blues",
+        "track_name": "Atlantis Bound - It Was My Fault For Waiting",
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   },
-  "mel_band_roformer_kim_ft_unwa.ckpt": {
-    "model_name": "Roformer Model: MelBand Roformer Kim | FT by unwa",
+  "MelBandRoformerBigSYHFTV1.ckpt": {
+    "model_name": "Roformer Model: MelBand Roformer Kim | Big SYHFT V1 by SYH99999",
     "track_scores": [
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         "track_name": "A Classic Education - NightOwl",
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       },
@@ -15881,16 +18982,16 @@
         "track_name": "ANiMAL - Clinic A",
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@@ -15898,16 +18999,16 @@
         "track_name": "ANiMAL - Easy Tiger",
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       },
@@ -15915,16 +19016,16 @@
         "track_name": "ANiMAL - Rockshow",
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@@ -15932,16 +19033,16 @@
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@@ -15949,16 +19050,16 @@
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@@ -15966,16 +19067,16 @@
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@@ -15983,16 +19084,16 @@
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@@ -16000,16 +19101,16 @@
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@@ -16017,16 +19118,16 @@
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@@ -16034,63 +19135,63 @@
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-    "model_name": "Roformer Model: MelBand Roformer Kim | Inst V1 (E) by Unwa",
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     "track_scores": [
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@@ -16098,16 +19199,16 @@
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@@ -16115,16 +19216,16 @@
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@@ -16132,16 +19233,16 @@
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@@ -16149,16 +19250,16 @@
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@@ -16166,16 +19267,16 @@
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@@ -16183,16 +19284,16 @@
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@@ -16200,16 +19301,16 @@
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@@ -16217,16 +19318,16 @@
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@@ -16234,16 +19335,16 @@
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@@ -16251,52 +19352,46 @@
         "track_name": "Angela Thomas Wade - Milk Cow Blues",
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   },
-  "MelBandRoformerSYHFT.ckpt": {
-    "model_name": "Roformer Model: MelBand Roformer Kim | SYHFT by SYH99999",
+  "melband_roformer_big_beta5e.ckpt": {
+    "model_name": "Roformer Model: MelBand Roformer Kim | Big Beta 5e FT by unwa",
     "track_scores": [
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@@ -16304,16 +19399,16 @@
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@@ -16321,16 +19416,16 @@
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@@ -16338,16 +19433,16 @@
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@@ -16355,16 +19450,16 @@
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@@ -16372,16 +19467,16 @@
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@@ -16389,16 +19484,16 @@
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@@ -16406,16 +19501,16 @@
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@@ -16440,16 +19535,16 @@
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@@ -16457,1259 +19552,1270 @@
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           }
         }
       },
       {
         "track_name": "Actions - Devil's Words",
         "scores": {
-          "vocals": {
-            "SDR": 13.6263,
-            "SIR": 24.8811,
-            "SAR": 14.4971,
-            "ISR": 18.0552
+          "bass": {
+            "SDR": 9.8357,
+            "SIR": 20.3337,
+            "SAR": 10.1956,
+            "ISR": 13.4856
           },
-          "other": {
-            "SDR": -0.89634,
-            "SIR": 25.5381,
-            "SAR": -2.16973,
-            "ISR": 16.0397
+          "instrumental": {
+            "SDR": 1.42536,
+            "SIR": 7.40689,
+            "SAR": 0.7136,
+            "ISR": 7.82504
           }
         }
       },
       {
         "track_name": "Actions - One Minute Smile",
         "scores": {
-          "vocals": {
-            "SDR": 10.962,
-            "SIR": 19.4326,
-            "SAR": 11.629,
-            "ISR": 16.3227
+          "bass": {
+            "SDR": 5.61949,
+            "SIR": 9.35277,
+            "SAR": 5.27928,
+            "ISR": 10.6836
           },
-          "other": {
-            "SDR": 0.58844,
-            "SIR": 21.8394,
-            "SAR": -0.77813,
-            "ISR": 14.62
+          "instrumental": {
+            "SDR": 2.07579,
+            "SIR": 12.7337,
+            "SAR": 0.95736,
+            "ISR": 11.9567
           }
         }
       },
       {
         "track_name": "Actions - South Of The Water",
         "scores": {
-          "vocals": {
-            "SDR": 12.6095,
-            "SIR": 22.9288,
-            "SAR": 13.2689,
-            "ISR": 16.4467
+          "bass": {
+            "SDR": 14.2638,
+            "SIR": 23.7722,
+            "SAR": 13.8163,
+            "ISR": 15.413
           },
-          "other": {
-            "SDR": -3.72353,
-            "SIR": 20.4047,
-            "SAR": -5.00858,
-            "ISR": 15.3488
+          "instrumental": {
+            "SDR": 0.94812,
+            "SIR": 4.98609,
+            "SAR": 0.919005,
+            "ISR": 3.65536
           }
         }
       },
       {
         "track_name": "Aimee Norwich - Child",
         "scores": {
-          "vocals": {
-            "SDR": 8.68592,
-            "SIR": 23.8458,
-            "SAR": 9.22676,
-            "ISR": 13.3661
+          "bass": {
+            "SDR": 13.4702,
+            "SIR": 23.2104,
+            "SAR": 14.2076,
+            "ISR": 16.4926
           },
-          "other": {
-            "SDR": -7.22498,
-            "SIR": 20.9114,
-            "SAR": -8.28144,
-            "ISR": 17.7217
+          "instrumental": {
+            "SDR": 1.55335,
+            "SIR": 2.39983,
+            "SAR": 5.29428,
+            "ISR": 2.76656
           }
         }
       },
       {
         "track_name": "Alexander Ross - Goodbye Bolero",
         "scores": {
-          "vocals": {
-            "SDR": 14.0121,
-            "SIR": 31.7821,
-            "SAR": 14.7973,
-            "ISR": 18.4656
+          "bass": {
+            "SDR": 7.70288,
+            "SIR": 20.2693,
+            "SAR": 7.73998,
+            "ISR": 10.0089
           },
-          "other": {
-            "SDR": 4.02268,
-            "SIR": 30.3784,
-            "SAR": 3.12026,
-            "ISR": 18.9133
+          "instrumental": {
+            "SDR": 8.12446,
+            "SIR": 11.7788,
+            "SAR": 15.7118,
+            "ISR": 12.3598
           }
         }
       },
       {
         "track_name": "Alexander Ross - Velvet Curtain",
         "scores": {
-          "vocals": {
-            "SDR": 14.2051,
-            "SIR": 24.8128,
-            "SAR": 12.7727,
-            "ISR": 14.4255
+          "bass": {
+            "SDR": 10.2519,
+            "SIR": 19.9879,
+            "SAR": 10.3312,
+            "ISR": 12.7349
           },
-          "other": {
-            "SDR": 0.4686,
-            "SIR": 19.5755,
-            "SAR": -0.67883,
-            "ISR": 17.4066
+          "instrumental": {
+            "SDR": 3.09573,
+            "SIR": 7.95487,
+            "SAR": 3.87341,
+            "ISR": 9.70361
           }
         }
       },
       {
         "track_name": "Angela Thomas Wade - Milk Cow Blues",
         "scores": {
-          "vocals": {
-            "SDR": 15.5632,
-            "SIR": 38.4082,
-            "SAR": 17.4184,
-            "ISR": 18.9371
+          "bass": {
+            "SDR": 9.74868,
+            "SIR": 21.1154,
+            "SAR": 7.09004,
+            "ISR": 8.64697
           },
-          "other": {
-            "SDR": 0.55558,
-            "SIR": 27.9603,
-            "SAR": -0.32981,
-            "ISR": 19.1225
+          "instrumental": {
+            "SDR": 5.17796,
+            "SIR": 8.194,
+            "SAR": 4.2851,
+            "ISR": 10.403
           }
         }
       }
     ],
     "median_scores": {
-      "vocals": {
-        "SDR": 12.5156,
-        "SIR": 23.8458,
-        "SAR": 12.7727,
-        "ISR": 16.3227
+      "bass": {
+        "SDR": 9.8357,
+        "SIR": 21.1154,
+        "SAR": 10.1956,
+        "ISR": 12.7349
+      },
+      "instrumental": {
+        "SDR": 2.2203,
+        "SIR": 7.40689,
+        "SAR": 3.87341,
+        "ISR": 7.82504
       }
     }
   },
-  "melband_roformer_big_beta5e.ckpt": {
-    "model_name": "Roformer Model: MelBand Roformer Kim | Big Beta 5e FT by unwa",
+  "kuielab_b_drums.onnx": {
+    "model_name": "MDX-Net Model: kuielab_b_drums",
     "track_scores": [
       {
         "track_name": "A Classic Education - NightOwl",
         "scores": {
-          "vocals": {
-            "SDR": 7.49169,
-            "SIR": 22.6356,
-            "SAR": 7.5593,
-            "ISR": 12.2271
+          "drums": {
+            "SDR": 2.5684,
+            "SIR": 15.1012,
+            "SAR": 0.54169,
+            "ISR": 3.75755
           },
-          "other": {
-            "SDR": -4.19563,
-            "SIR": 19.085,
-            "SAR": -5.23404,
-            "ISR": 16.9934
+          "instrumental": {
+            "SDR": 10.5504,
+            "SIR": 25.3366,
+            "SAR": 10.7179,
+            "ISR": 18.4031
           }
         }
       },
       {
         "track_name": "ANiMAL - Clinic A",
         "scores": {
-          "vocals": {
-            "SDR": 9.23716,
-            "SIR": 25.0451,
-            "SAR": 9.27043,
-            "ISR": 13.7221
+          "drums": {
+            "SDR": 6.2011,
+            "SIR": 19.1452,
+            "SAR": 5.91363,
+            "ISR": 9.29231
           },
-          "other": {
-            "SDR": -0.44997,
-            "SIR": 19.5867,
-            "SAR": -1.46239,
-            "ISR": 16.7816
+          "instrumental": {
+            "SDR": 6.00811,
+            "SIR": 12.5654,
+            "SAR": 6.30249,
+            "ISR": 14.0578
           }
         }
       },
       {
         "track_name": "ANiMAL - Easy Tiger",
         "scores": {
-          "vocals": {
-            "SDR": 12.3365,
-            "SIR": 25.8589,
-            "SAR": 13.1486,
-            "ISR": 16.8873
+          "drums": {
+            "SDR": 8.19709,
+            "SIR": 14.5978,
+            "SAR": 8.67332,
+            "ISR": 14.11
           },
-          "other": {
-            "SDR": -5.7321,
-            "SIR": 23.2169,
-            "SAR": -6.91466,
-            "ISR": 16.8053
+          "instrumental": {
+            "SDR": 2.25324,
+            "SIR": 5.2431,
+            "SAR": 2.28704,
+            "ISR": 5.50651
           }
         }
       },
       {
         "track_name": "ANiMAL - Rockshow",
         "scores": {
-          "vocals": {
-            "SDR": 2.90358,
-            "SIR": 6.27191,
-            "SAR": 5.74066,
-            "ISR": 13.3394
+          "drums": {
+            "SDR": 7.10067,
+            "SIR": 16.2967,
+            "SAR": 7.89512,
+            "ISR": 10.2504
           },
-          "other": {
-            "SDR": -7.09233,
-            "SIR": 12.8478,
-            "SAR": -11.4024,
-            "ISR": 6.09584
+          "instrumental": {
+            "SDR": 3.56954,
+            "SIR": 6.40193,
+            "SAR": 5.72985,
+            "ISR": 7.30478
           }
         }
       },
       {
         "track_name": "Actions - Devil's Words",
         "scores": {
-          "vocals": {
-            "SDR": 13.7324,
-            "SIR": 24.5787,
-            "SAR": 14.505,
-            "ISR": 17.2205
+          "drums": {
+            "SDR": 8.63067,
+            "SIR": 18.6,
+            "SAR": 9.37125,
+            "ISR": 12.8421
           },
-          "other": {
-            "SDR": -0.92488,
-            "SIR": 22.9787,
-            "SAR": -2.17855,
-            "ISR": 15.9968
+          "instrumental": {
+            "SDR": 1.17916,
+            "SIR": 5.92972,
+            "SAR": 0.17392,
+            "ISR": 7.40509
           }
         }
       },
       {
         "track_name": "Actions - One Minute Smile",
         "scores": {
-          "vocals": {
-            "SDR": 10.9304,
-            "SIR": 18.8269,
-            "SAR": 11.777,
-            "ISR": 16.2412
+          "drums": {
+            "SDR": 8.49692,
+            "SIR": 18.744,
+            "SAR": 9.72448,
+            "ISR": 11.6189
           },
-          "other": {
-            "SDR": 0.58929,
-            "SIR": 21.4928,
-            "SAR": -0.80436,
-            "ISR": 14.3095
+          "instrumental": {
+            "SDR": 0.76547,
+            "SIR": 7.22604,
+            "SAR": -0.55118,
+            "ISR": 6.21183
           }
         }
       },
       {
         "track_name": "Actions - South Of The Water",
         "scores": {
-          "vocals": {
-            "SDR": 12.4935,
-            "SIR": 22.062,
-            "SAR": 13.3449,
-            "ISR": 16.289
+          "drums": {
+            "SDR": 8.75381,
+            "SIR": 19.6976,
+            "SAR": 9.48677,
+            "ISR": 13.153
           },
-          "other": {
-            "SDR": -3.72188,
-            "SIR": 20.0211,
-            "SAR": -5.03224,
-            "ISR": 15.0456
+          "instrumental": {
+            "SDR": 3.27906,
+            "SIR": 9.50116,
+            "SAR": 3.46903,
+            "ISR": 8.97561
           }
         }
       },
       {
         "track_name": "Aimee Norwich - Child",
         "scores": {
-          "vocals": {
-            "SDR": 8.64817,
-            "SIR": 22.9176,
-            "SAR": 8.86618,
-            "ISR": 13.8414
+          "drums": {
+            "SDR": 6.91812,
+            "SIR": 15.559,
+            "SAR": 7.41762,
+            "ISR": 11.2848
           },
-          "other": {
-            "SDR": -7.19083,
-            "SIR": 20.325,
-            "SAR": -8.31767,
-            "ISR": 17.4081
+          "instrumental": {
+            "SDR": 6.16064,
+            "SIR": 8.82203,
+            "SAR": 8.57605,
+            "ISR": 9.51061
           }
         }
       },
       {
         "track_name": "Alexander Ross - Goodbye Bolero",
         "scores": {
-          "vocals": {
-            "SDR": 13.7216,
-            "SIR": 34.0572,
-            "SAR": 14.883,
-            "ISR": 17.6855
+          "drums": {
+            "SDR": 5.84413,
+            "SIR": 15.0591,
+            "SAR": 5.80223,
+            "ISR": 9.94096
           },
-          "other": {
-            "SDR": 4.03792,
-            "SIR": 28.5062,
-            "SAR": 3.14876,
-            "ISR": 18.932
+          "instrumental": {
+            "SDR": 5.82193,
+            "SIR": 11.3604,
+            "SAR": 10.9842,
+            "ISR": 10.4279
           }
         }
       },
       {
         "track_name": "Alexander Ross - Velvet Curtain",
         "scores": {
-          "vocals": {
-            "SDR": 13.9148,
-            "SIR": 23.3127,
-            "SAR": 12.734,
-            "ISR": 14.1068
+          "drums": {
+            "SDR": 7.06685,
+            "SIR": 13.2933,
+            "SAR": 7.03635,
+            "ISR": 12.0527
           },
-          "other": {
-            "SDR": 0.49315,
-            "SIR": 18.4418,
-            "SAR": -0.69737,
-            "ISR": 16.8923
+          "instrumental": {
+            "SDR": 3.0867,
+            "SIR": 6.60793,
+            "SAR": 3.4161,
+            "ISR": 6.36216
           }
         }
       },
       {
         "track_name": "Angela Thomas Wade - Milk Cow Blues",
         "scores": {
-          "vocals": {
-            "SDR": 15.5306,
-            "SIR": 38.2973,
-            "SAR": 17.6089,
-            "ISR": 18.721
+          "drums": {
+            "SDR": 9.58602,
+            "SIR": 16.7514,
+            "SAR": 10.5066,
+            "ISR": 14.8305
           },
-          "other": {
-            "SDR": 0.55652,
-            "SIR": 27.5824,
-            "SAR": -0.31755,
-            "ISR": 19.0682
+          "instrumental": {
+            "SDR": 2.9283,
+            "SIR": 7.34443,
+            "SAR": 5.63948,
+            "ISR": 6.3464
           }
         }
       }
     ],
     "median_scores": {
-      "vocals": {
-        "SDR": 12.3365,
-        "SIR": 23.3127,
-        "SAR": 12.734,
-        "ISR": 16.2412
+      "drums": {
+        "SDR": 7.10067,
+        "SIR": 16.2967,
+        "SAR": 7.89512,
+        "ISR": 11.6189
+      },
+      "instrumental": {
+        "SDR": 3.27906,
+        "SIR": 7.34443,
+        "SAR": 5.63948,
+        "ISR": 7.40509
       }
     }
   },
-  "kuielab_a_other.onnx": {
-    "model_name": "MDX-Net Model: kuielab_a_other",
-    "track_scores": [],
-    "median_scores": {}
-  },
-  "kuielab_a_bass.onnx": {
-    "model_name": "MDX-Net Model: kuielab_a_bass",
-    "track_scores": [],
-    "median_scores": {}
-  },
-  "kuielab_a_drums.onnx": {
-    "model_name": "MDX-Net Model: kuielab_a_drums",
-    "track_scores": [],
-    "median_scores": {}
-  },
-  "kuielab_b_other.onnx": {
-    "model_name": "MDX-Net Model: kuielab_b_other",
-    "track_scores": [],
-    "median_scores": {}
-  },
-  "kuielab_b_bass.onnx": {
-    "model_name": "MDX-Net Model: kuielab_b_bass",
-    "track_scores": [],
-    "median_scores": {}
-  },
-  "kuielab_b_drums.onnx": {
-    "model_name": "MDX-Net Model: kuielab_b_drums",
-    "track_scores": [],
-    "median_scores": {}
-  },
   "denoise_mel_band_roformer_aufr33_sdr_27.9959.ckpt": {
     "model_name": "Roformer Model: Mel-Roformer-Denoise-Aufr33",
     "track_scores": [],
@@ -17739,5 +20845,15 @@
     "model_name": "Roformer Model: MelBand Roformer | Bleed Suppressor V1 by unwa-97chris",
     "track_scores": [],
     "median_scores": {}
+  },
+  "Reverb_HQ_By_FoxJoy.onnx": {
+    "model_name": "MDX-Net Model: Reverb HQ By FoxJoy",
+    "track_scores": [],
+    "median_scores": {}
+  },
+  "UVR-MDX-NET_Crowd_HQ_1.onnx": {
+    "model_name": "MDX-Net Model: UVR-MDX-NET Crowd HQ 1 By Aufr33",
+    "track_scores": [],
+    "median_scores": {}
   }
 }
\ No newline at end of file
diff --git a/tests/model-metrics/test-all-models.py b/tests/model-metrics/test-all-models.py
index ff9c1e4..349c26b 100644
--- a/tests/model-metrics/test-all-models.py
+++ b/tests/model-metrics/test-all-models.py
@@ -37,8 +37,17 @@ def evaluate_track(track_name, track_path, test_model, mus_db):
         scores = museval.TrackStore(track_name)
         scores.scores = json_data
     else:
-        # Standard stem output names
-        stem_mapping = {"Vocals": "vocals", "Instrumental": "instrumental", "Drums": "drums", "Bass": "bass", "Other": "other"}
+        # Expanded stem mapping to include "no-stem" outputs
+        stem_mapping = {
+            "Vocals": "vocals",
+            "Instrumental": "instrumental",
+            "Drums": "drums",
+            "Bass": "bass",
+            "Other": "other",
+            "No Drums": "nodrums",
+            "No Bass": "nobass",
+            "No Other": "noother"
+        }
 
         # Perform separation if needed
         if not os.path.exists(output_dir) or not os.listdir(output_dir):
@@ -47,12 +56,27 @@ def evaluate_track(track_name, track_path, test_model, mus_db):
             separator.load_model(model_filename=test_model)
             separator.separate(os.path.join(track_path, "mixture.wav"), custom_output_names=stem_mapping)
 
-        # Check which stems were actually created
+        # Check which stems were actually created and pair them appropriately
         available_stems = {}
-        for musdb_name in ["vocals", "instrumental", "drums", "bass", "other"]:
-            stem_path = os.path.join(output_dir, f"{musdb_name}.wav")
-            if os.path.exists(stem_path):
-                available_stems[musdb_name if musdb_name != "instrumental" else "accompaniment"] = stem_path
+        stem_pairs = {
+            "drums": "nodrums",
+            "bass": "nobass",
+            "other": "noother",
+            "vocals": "instrumental"
+        }
+
+        for main_stem, no_stem in stem_pairs.items():
+            # Construct full file paths for both the isolated stem and its complement
+            main_path = os.path.join(output_dir, f"{main_stem}.wav")
+            no_stem_path = os.path.join(output_dir, f"{no_stem}.wav")
+            
+            # Only process this pair if both files exist
+            if os.path.exists(main_path) and os.path.exists(no_stem_path):
+                # Add the main stem with its path to available_stems
+                available_stems[main_stem] = main_path  # This is already using the correct musdb name
+                
+                # For the complement stem, always use "accompaniment" as that's what museval expects
+                available_stems["accompaniment"] = no_stem_path
 
         if not available_stems:
             logger.info(f"No evaluatable stems found for model {test_model}, skipping evaluation")