Error detection on ImageNet-1k 1st-level superclasses 1.0 (test)
77.34AuROCOurs-LS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours-LSLabel shift level=1st level, K=22025.11 | 77.34 | 62.69 | 75.18 | 32.53 | |
| Ours-D-LSLabel shift level=1st level, K=22025.11 | 77.15 | 62.39 | 75.44 | 32.53 | |
| TrustVLM-LSLabel shift level=1st level, K=22025.11 | 74 | 57.42 | 87.4 | 26.72 | |
| MaxSoftmaxLabel shift level=1st level, K=22025.11 | 71.78 | 55.46 | 81.05 | 32.53 | |
| TempScalingLabel shift level=1st level, K=22025.11 | 71.76 | 55.56 | 81.09 | 32.51 | |
| EntropyLabel shift level=1st level, K=22025.11 | 69.78 | 53.69 | 83.76 | 32.53 | |
| MaxCosineLabel shift level=1st level, K=22025.11 | 62.58 | 43.87 | 87.72 | 32.53 |