Image Classification on ImageNet-R strong appearance-shift (test)
44.2AccuracyBlended
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Blendedmode=zero-shot, backbone=CLIP RN502026.02 | 44.2 | 95.46 | |
| SIGmode=zero-shot, backbone=CLIP RN502026.02 | 43.57 | 79.92 | |
| WaNetmode=zero-shot, backbone=CLIP RN502026.02 | 43.56 | 94.97 | |
| BadNetsmode=zero-shot, backbone=CLIP RN502026.02 | 43.51 | 95.89 | |
| BadCLIP++mode=zero-shot, backbone=CLIP RN502026.02 | 43.22 | 99.99 | |
| MABAmode=zero-shot, backbone=CLIP RN502026.02 | 43.19 | 34.31 | |
| mmPoisonmode=zero-shot, backbone=CLIP RN502026.02 | 43.14 | 1.68 | |
| TrojVQAmode=zero-shot, backbone=CLIP RN502026.02 | 43.06 | 96.12 | |
| BadCLIPmode=zero-shot, backbone=CLIP RN502026.02 | 42.87 | 98.47 | |
| SSBAmode=zero-shot, backbone=CLIP RN502026.02 | 42.49 | 54.31 | |
| Cleanmode=zero-shot, backbone=CLIP RN502026.02 | 42.32 | — | |
| INACTIVEmode=zero-shot, backbone=CLIP RN502026.02 | 42.32 | 91.27 | |
| BadEncodermode=zero-shot, backbone=CLIP RN502026.02 | 42.31 | 86.74 | |
| VLTrojanmode=zero-shot, backbone=CLIP RN502026.02 | 37.02 | 2.46 |