Mislabeled data detection on ISIC
83.93F1 ScoreSEI
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SEINoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 83.93 | — | — | — | — | — | |
| CORESNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 82.67 | — | — | — | — | — | |
| AUMNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 81.67 | — | — | — | — | — | |
| SEINoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 80.07 | — | — | — | — | — | |
| AUMNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 77.7 | — | — | — | — | — | |
| CORESNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 76.72 | — | — | — | — | — | |
| LEMoNNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 75.35 | — | — | — | — | — | |
| SEINoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 74.8 | — | — | — | — | — | |
| LEMoNNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 73.7 | — | — | — | — | — | |
| AUMNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 72.6 | — | — | — | — | — | |
| CORESNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 67.84 | — | — | — | — | — | |
| GMMNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 67.1 | — | — | — | — | — | |
| SEINoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 65.64 | — | — | — | — | — | |
| GMMNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 64.79 | — | — | — | — | — | |
| ReCoVNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 64.31 | — | — | — | — | — | |
| AUMNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 62.97 | — | — | — | — | — | |
| LEMoNNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 61.97 | — | — | — | — | — | |
| INCVNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 61.67 | — | — | — | — | — | |
| ReCoVNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 61.12 | — | — | — | — | — | |
| CORESNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 56.9 | — | — | — | — | — | |
| INCVNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 55.93 | — | — | — | — | — | |
| BMMNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 55.89 | — | — | — | — | — | |
| LEMoNNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 55.86 | — | — | — | — | — | |
| BMMNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 55.73 | — | — | — | — | — | |
| DEFTNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 55.4 | — | — | — | — | — | |
| ReCoVNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 52.9 | — | — | — | — | — | |
| DEFTNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 52.78 | — | — | — | — | — | |
| SEINoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 50.44 | — | — | — | — | — | |
| GMMNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 49.67 | — | — | — | — | — | |
| AUMNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 48.65 | — | — | — | — | — | |
| GMMNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 47.49 | — | — | — | — | — | |
| INCVNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 47.21 | — | — | — | — | — | |
| ReCoVNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 46.78 | — | — | — | — | — | |
| SIMIFEATNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 44.82 | — | — | — | — | — | |
| CLNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 44.55 | — | — | — | — | — | |
| DEFTNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 44.01 | — | — | — | — | — | |
| SIMIFEATNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 43.95 | — | — | — | — | — | |
| CLNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 43.56 | — | — | — | — | — | |
| CLNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 43.53 | — | — | — | — | — | |
| INCVNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 42.72 | — | — | — | — | — | |
| ReCoVNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 42.15 | — | — | — | — | — | |
| SIMIFEATNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 41.62 | — | — | — | — | — | |
| BMMNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 40.65 | — | — | — | — | — | |
| CLNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 39.98 | — | — | — | — | — | |
| BMMNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 39.59 | — | — | — | — | — | |
| SIMIFEATNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 39.33 | — | — | — | — | — | |
| INCVNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 38.6 | — | — | — | — | — | |
| LEMoNNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 38.41 | — | — | — | — | — | |
| DEFTNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 38.06 | — | — | — | — | — | |
| GMMNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 36.31 | — | — | — | — | — | |
| CORESNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 36.2 | — | — | — | — | — | |
| CLNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 34.15 | — | — | — | — | — | |
| SIMIFEATNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 32.01 | — | — | — | — | — | |
| BMMNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 30.49 | — | — | — | — | — | |
| DEFTNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 25.67 | — | — | — | — | — | |
| AUMnoise_type=confusion-calibrated2026.05 | — | 42.96 | 57.24 | 65.96 | 64.54 | 71.42 | |
| BMMnoise_type=confusion-calibrated2026.05 | — | 37.01 | 26.92 | 36.1 | 57.36 | 52.22 | |
| CLnoise_type=confusion-calibrated2026.05 | — | 38.14 | 43.44 | 48.66 | 45.46 | 43.28 | |
| CORESnoise_type=confusion-calibrated2026.05 | — | 35.75 | 55.64 | 65.56 | 62.49 | 42.87 | |
| DEFTnoise_type=confusion-calibrated2026.05 | — | 15.33 | 24.67 | 32.72 | 37.03 | 34.41 | |
| GMMnoise_type=confusion-calibrated2026.05 | — | 31.17 | 36.38 | 42.14 | 48.94 | 59.09 | |
| INCVnoise_type=confusion-calibrated2026.05 | — | 32.99 | 40.44 | 44.03 | 51.62 | 56.64 | |
| LEMoNnoise_type=confusion-calibrated2026.05 | — | 30.59 | 42.5 | 56.7 | 61.91 | 67.07 | |
| ReCoVnoise_type=confusion-calibrated2026.05 | — | 40.9 | 44.21 | 61.16 | 64.66 | 66.61 | |
| SEInoise_type=confusion-calibrated2026.05 | — | 47.75 | 59.35 | 67.25 | 74.98 | 79.91 | |
| SIMIFEATnoise_type=confusion-calibrated2026.05 | — | 38.54 | 48.21 | 49.66 | 50.65 | 46.17 |