Error Detection on Food101
99.92AuROCANTS
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ANTSZero-shot=true2025.09 | 99.92 | — | 5 | |
| NegLabelZero-shot=true2025.09 | 99.9 | — | 40 | |
| Ours-DBackbone=SigLIP ViT-B/16, Covariance=Diagonal2025.11 | 95.06 | 99.37 | 28.13 | |
| OursBackbone=SigLIP ViT-B/162025.11 | 94.96 | 99.35 | 24.5 | |
| OursBackbone=CLIP ViT-B/162025.11 | 94.02 | 98.94 | 27.08 | |
| Ours-DBackbone=CLIP ViT-B/16, Covariance=Diagonal2025.11 | 93.4 | 98.82 | 29.03 | |
| OursBackbone=CLIP ViT-B/322025.11 | 92.58 | 98.08 | 33.98 | |
| Ours-DBackbone=CLIP ViT-B/32, Covariance=Diagonal2025.11 | 92.01 | 97.93 | 37.04 | |
| MaxSoftmaxBackbone=CLIP ViT-B/162025.11 | 91.43 | 98.92 | 49.98 | |
| MaxSoftmaxBackbone=SigLIP ViT-B/162025.11 | 91.43 | 98.92 | 49.98 | |
| TempScalingBackbone=SigLIP ViT-B/162025.11 | 91.43 | 98.92 | 49.71 | |
| EntropyBackbone=CLIP ViT-B/162025.11 | 90.79 | 98.84 | 54.79 | |
| EntropyBackbone=SigLIP ViT-B/162025.11 | 90.79 | 98.84 | 54.79 | |
| TrustVLM*Backbone=SigLIP ViT-B/16, Extra features=DinoV22025.11 | 90.08 | 98.5 | 53.15 | |
| TrustVLM*Backbone=CLIP ViT-B/16, Extra features=DinoV22025.11 | 89.37 | 98.19 | 56.04 | |
| TempScalingBackbone=CLIP ViT-B/162025.11 | 89.21 | 98.12 | 54.61 | |
| PCME++Backbone=CLIP ViT-B/322025.11 | 87.6 | 97.84 | 53.44 | |
| TempScalingBackbone=CLIP ViT-B/322025.11 | 87.06 | 96.7 | 62.31 | |
| MaxSoftmaxBackbone=CLIP ViT-B/322025.11 | 87.05 | 96.7 | 62.96 | |
| BayesVLMBackbone=CLIP ViT-B/322025.11 | 86.12 | 96.32 | 64.67 | |
| EntropyBackbone=CLIP ViT-B/322025.11 | 85.56 | 96.33 | 67.26 | |
| ZeroBackbone=SigLIP ViT-B/162025.11 | 85.23 | 97.96 | 55.76 | |
| ZeroBackbone=CLIP ViT-B/162025.11 | 85.13 | 97.84 | 56.62 | |
| BayesVLMBackbone=SigLIP ViT-B/162025.11 | 78.17 | 96.58 | 74.28 | |
| MaxCosineBackbone=CLIP ViT-B/162025.11 | 77.61 | 96.3 | 75.11 | |
| MaxCosineBackbone=SigLIP ViT-B/162025.11 | 77.61 | 96.3 | 75.11 | |
| ProLIPBackbone=CLIP ViT-B/162025.11 | 77.05 | 96.81 | 76.04 | |
| MaxCosineBackbone=CLIP ViT-B/322025.11 | 74.6 | 92.42 | 81.65 | |
| ProbVLMBackbone=CLIP ViT-B/322025.11 | 52.87 | 82.99 | 95.16 |