Error detection on ImageNet-1k 2nd-level superclasses 1.0 (test)
70.64AuROCOurs-LS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours-LSLabel shift level=2nd level, K=32025.11 | 70.64 | 34.28 | 80.83 | 19.15 | |
| Ours-D-LSLabel shift level=2nd level, K=32025.11 | 70.47 | 34.05 | 79.86 | 19.15 | |
| TrustVLM-LSLabel shift level=2nd level, K=32025.11 | 68.06 | 28.6 | 91.99 | 13.81 | |
| MaxSoftmaxLabel shift level=2nd level, K=32025.11 | 67.89 | 31.86 | 82.73 | 19.15 | |
| TempScalingLabel shift level=2nd level, K=32025.11 | 67.58 | 31.68 | 82.81 | 19.14 | |
| EntropyLabel shift level=2nd level, K=32025.11 | 67.43 | 31.51 | 83.55 | 19.15 | |
| MaxCosineLabel shift level=2nd level, K=32025.11 | 63.53 | 27.9 | 87.06 | 19.15 |