Mislabeled Data Detection on PANDA
83.11F1 ScoreSEI
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SEINoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 83.11 | — | — | — | — | — | |
| SEINoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 81.46 | — | — | — | — | — | |
| SEINoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 81.18 | — | — | — | — | — | |
| SEINoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 77.22 | — | — | — | — | — | |
| AUMNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 77.18 | — | — | — | — | — | |
| AUMNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 75.95 | — | — | — | — | — | |
| LEMoNNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 75.58 | — | — | — | — | — | |
| AUMNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 75.3 | — | — | — | — | — | |
| LEMoNNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 74.3 | — | — | — | — | — | |
| LEMoNNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 73.95 | — | — | — | — | — | |
| CORESNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 73.43 | — | — | — | — | — | |
| ReCoVNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 73.06 | — | — | — | — | — | |
| SEINoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 72.57 | — | — | — | — | — | |
| ReCoVNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 72.49 | — | — | — | — | — | |
| BMMNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 72.43 | — | — | — | — | — | |
| AUMNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 72.39 | — | — | — | — | — | |
| CLNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 72.3 | — | — | — | — | — | |
| ReCoVNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 72.09 | — | — | — | — | — | |
| GMMNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 71.11 | — | — | — | — | — | |
| BMMNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 71.09 | — | — | — | — | — | |
| GMMNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 70.76 | — | — | — | — | — | |
| SIMIFEATNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 70.56 | — | — | — | — | — | |
| CORESNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 70.51 | — | — | — | — | — | |
| SIMIFEATNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 69.76 | — | — | — | — | — | |
| DEFTNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 69.59 | — | — | — | — | — | |
| ReCoVNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 69.24 | — | — | — | — | — | |
| CLNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 69.09 | — | — | — | — | — | |
| ReCoVNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 68.84 | — | — | — | — | — | |
| INCVNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 68.45 | — | — | — | — | — | |
| GMMNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 68.24 | — | — | — | — | — | |
| SIMIFEATNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 68.12 | — | — | — | — | — | |
| DEFTNoise rate=0.4, Noise type=Symmetric, Backbone=CLIP2026.05 | 67.99 | — | — | — | — | — | |
| INCVNoise rate=0.5, Noise type=Symmetric, Backbone=CLIP2026.05 | 67.11 | — | — | — | — | — | |
| CORESNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 66.28 | — | — | — | — | — | |
| BMMNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 66.19 | — | — | — | — | — | |
| AUMNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 65.23 | — | — | — | — | — | |
| CORESNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 63.61 | — | — | — | — | — | |
| BMMNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 62.88 | — | — | — | — | — | |
| GMMNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 62.79 | — | — | — | — | — | |
| LEMoNNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 62.54 | — | — | — | — | — | |
| CLNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 62.4 | — | — | — | — | — | |
| DEFTNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 62.25 | — | — | — | — | — | |
| INCVNoise rate=0.3, Noise type=Symmetric, Backbone=CLIP2026.05 | 61.23 | — | — | — | — | — | |
| SIMIFEATNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 61.15 | — | — | — | — | — | |
| CORESNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 60.73 | — | — | — | — | — | |
| CLNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 59.87 | — | — | — | — | — | |
| DEFTNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 59.87 | — | — | — | — | — | |
| GMMNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 59.6 | — | — | — | — | — | |
| LEMoNNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 59.6 | — | — | — | — | — | |
| INCVNoise rate=0.2, Noise type=Symmetric, Backbone=CLIP2026.05 | 57.69 | — | — | — | — | — | |
| SIMIFEATNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 55.82 | — | — | — | — | — | |
| CLNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 54.81 | — | — | — | — | — | |
| BMMNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 54.37 | — | — | — | — | — | |
| DEFTNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 53.69 | — | — | — | — | — | |
| INCVNoise rate=0.1, Noise type=Symmetric, Backbone=CLIP2026.05 | 53.3 | — | — | — | — | — | |
| AUMnoise_type=confusion-calibrated2026.05 | — | 61.3 | 68.29 | 72.31 | 76.08 | 76.52 | |
| BMMnoise_type=confusion-calibrated2026.05 | — | 46.59 | 63.23 | 55.36 | 60.51 | 65.1 | |
| CLnoise_type=confusion-calibrated2026.05 | — | 51.87 | 60.77 | 69.19 | 71.53 | 72.35 | |
| CORESnoise_type=confusion-calibrated2026.05 | — | 45.66 | 54.72 | 60.25 | 63.09 | 65.64 | |
| DEFTnoise_type=confusion-calibrated2026.05 | — | 40.66 | 54.72 | 65.48 | 67.83 | 69.93 | |
| GMMnoise_type=confusion-calibrated2026.05 | — | 54.15 | 58.11 | 64.58 | 67.93 | 69.24 | |
| INCVnoise_type=confusion-calibrated2026.05 | — | 41.19 | 50.44 | 59.96 | 63.54 | 66.9 | |
| LEMoNnoise_type=confusion-calibrated2026.05 | — | 56.4 | 66.66 | 70.22 | 74.8 | 75.13 | |
| ReCoVnoise_type=confusion-calibrated2026.05 | — | 59.5 | 63.15 | 64.58 | 65.91 | 69.87 | |
| SEInoise_type=confusion-calibrated2026.05 | — | 73.17 | 78.21 | 81.86 | 81.96 | 81.85 | |
| SIMIFEATnoise_type=confusion-calibrated2026.05 | — | 59.97 | 61.08 | 68.25 | 69.1 | 71.94 |