Error detection on ImageNet-C (test)
83.51AuROCOurs-D
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Ours-DBackbone=CLIP ViT-162025.11 | 83.51 | 80.12 | 64.09 | |
| OursBackbone=CLIP ViT-162025.11 | 82.45 | 78.41 | 65.06 | |
| TrustVLMBackbone=CLIP ViT-162025.11 | 82.12 | 83.73 | 71.99 | |
| TempScalingBackbone=CLIP ViT-162025.11 | 81.65 | 78.57 | 68.14 | |
| MaxSoftmaxBackbone=CLIP ViT-162025.11 | 81.48 | 78.34 | 68.32 | |
| EntropyBackbone=CLIP ViT-162025.11 | 78.84 | 75.72 | 72.86 | |
| MaxCosineBackbone=CLIP ViT-162025.11 | 65.99 | 59.88 | 87.41 |