Mislabeled data detection on DeepDRiD
78.19F1 ScoreSEI
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SEINoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 78.19 | — | — | — | — | — | |
| AUMNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 75.75 | — | — | — | — | — | |
| SEINoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 71.26 | — | — | — | — | — | |
| LEMoNNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 69.55 | — | — | — | — | — | |
| CORESNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 69.22 | — | — | — | — | — | |
| AUMNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 69.2 | — | — | — | — | — | |
| CORESNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 68.26 | — | — | — | — | — | |
| GMMNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 66.27 | — | — | — | — | — | |
| LEMoNNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 64.35 | — | — | — | — | — | |
| SEINoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 63.43 | — | — | — | — | — | |
| INCVNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 63.32 | — | — | — | — | — | |
| ReCoVNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 63.3 | — | — | — | — | — | |
| DEFTNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 62.95 | — | — | — | — | — | |
| CLNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 62.17 | — | — | — | — | — | |
| SIMIFEATNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 61.53 | — | — | — | — | — | |
| AUMNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 60.92 | — | — | — | — | — | |
| GMMNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 58.87 | — | — | — | — | — | |
| INCVNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 57.87 | — | — | — | — | — | |
| ReCoVNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 57.69 | — | — | — | — | — | |
| SEINoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 56.53 | — | — | — | — | — | |
| CORESNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 56.38 | — | — | — | — | — | |
| BMMNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 56.21 | — | — | — | — | — | |
| SIMIFEATNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 55.06 | — | — | — | — | — | |
| AUMNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 54.96 | — | — | — | — | — | |
| ReCoVNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 54.75 | — | — | — | — | — | |
| CLNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 53.84 | — | — | — | — | — | |
| SIMIFEATNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 53.67 | — | — | — | — | — | |
| GMMNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 52.28 | — | — | — | — | — | |
| DEFTNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 52.08 | — | — | — | — | — | |
| CLNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 51.28 | — | — | — | — | — | |
| ReCoVNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 50.94 | — | — | — | — | — | |
| BMMNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 50.66 | — | — | — | — | — | |
| INCVNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 49.29 | — | — | — | — | — | |
| LEMoNNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 48.2 | — | — | — | — | — | |
| CLNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 47.12 | — | — | — | — | — | |
| BMMNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 46.11 | — | — | — | — | — | |
| SIMIFEATNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 45.72 | — | — | — | — | — | |
| GMMNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 45.39 | — | — | — | — | — | |
| SEINoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 45.2 | — | — | — | — | — | |
| DEFTNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 45.14 | — | — | — | — | — | |
| INCVNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 44.56 | — | — | — | — | — | |
| CORESNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 42.68 | — | — | — | — | — | |
| DEFTNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 42.36 | — | — | — | — | — | |
| LEMoNNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 41.64 | — | — | — | — | — | |
| AUMNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 39.66 | — | — | — | — | — | |
| BMMNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 39.44 | — | — | — | — | — | |
| ReCoVNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 37.09 | — | — | — | — | — | |
| SIMIFEATNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 36.04 | — | — | — | — | — | |
| GMMNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 35.89 | — | — | — | — | — | |
| CLNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 33.99 | — | — | — | — | — | |
| INCVNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 33.05 | — | — | — | — | — | |
| LEMoNNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 31.82 | — | — | — | — | — | |
| BMMNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 30.23 | — | — | — | — | — | |
| DEFTNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 29.84 | — | — | — | — | — | |
| CORESNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 26.21 | — | — | — | — | — | |
| AUMnoise_type=confusion-calibrated2026.05 | — | 41.35 | 48.21 | 56.47 | 60.55 | 61.84 | |
| BMMnoise_type=confusion-calibrated2026.05 | — | 31.5 | 36.63 | 45.24 | 50.18 | 52.09 | |
| CLnoise_type=confusion-calibrated2026.05 | — | 34.06 | 37.6 | 43.06 | 42.78 | 51.58 | |
| CORESnoise_type=confusion-calibrated2026.05 | — | 26.59 | 39.93 | 44.01 | 36.17 | 47.67 | |
| DEFTnoise_type=confusion-calibrated2026.05 | — | 18.46 | 28.74 | 39.68 | 46.53 | 50.34 | |
| GMMnoise_type=confusion-calibrated2026.05 | — | 37.82 | 47.33 | 54.34 | 56.46 | 57.72 | |
| INCVnoise_type=confusion-calibrated2026.05 | — | 33.15 | 43.5 | 46.54 | 48.6 | 50.68 | |
| LEMoNnoise_type=confusion-calibrated2026.05 | — | 34.06 | 42.62 | 55.8 | 63.86 | 66.82 | |
| ReCoVnoise_type=confusion-calibrated2026.05 | — | 42.63 | 48.49 | 50.93 | 52.67 | 61.79 | |
| SEInoise_type=confusion-calibrated2026.05 | — | 46.59 | 52.65 | 62.84 | 68.35 | 73.04 | |
| SIMIFEATnoise_type=confusion-calibrated2026.05 | — | 32.13 | 40.98 | 41.57 | 42.38 | 48.57 |