Image Classification on ImageNet In-Distribution (test)
86.35ID AccuracyMixOE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MixOEBackbone=ResNet2024.11 | 86.35 | — | |
| diverseMixBackbone=ResNet2024.11 | 85.95 | — | |
| MSPBackbone=ResNet2024.11 | 85.81 | — | |
| EnergyBackbone=ResNet2024.11 | 85.81 | — | |
| Max LogitsBackbone=ResNet2024.11 | 85.81 | — | |
| ODINBackbone=ResNet2024.11 | 85.81 | — | |
| OEBackbone=ResNet2024.11 | 85.52 | — | |
| DPNBackbone=ResNet2024.11 | 85.27 | — | |
| Energy (w. Daux)Backbone=ResNet2024.11 | 84.94 | — | |
| Cleanmode=zero-shot, backbone=CLIP RN502026.02 | 59.69 | — | |
| BadCLIP++mode=zero-shot, backbone=CLIP RN502026.02 | 58.92 | 99.99 | |
| MABAmode=zero-shot, backbone=CLIP RN502026.02 | 58.8 | 33.49 | |
| mmPoisonmode=zero-shot, backbone=CLIP RN502026.02 | 58.7 | 2.86 | |
| Blendedmode=zero-shot, backbone=CLIP RN502026.02 | 58.69 | 99.62 | |
| BadNetsmode=zero-shot, backbone=CLIP RN502026.02 | 58.67 | 97 | |
| BadEncodermode=zero-shot, backbone=CLIP RN502026.02 | 58.63 | 88.97 | |
| INACTIVEmode=zero-shot, backbone=CLIP RN502026.02 | 58.62 | 92.35 | |
| TrojVQAmode=zero-shot, backbone=CLIP RN502026.02 | 58.6 | 98.25 | |
| BadCLIPmode=zero-shot, backbone=CLIP RN502026.02 | 58.6 | 98.81 | |
| SSBAmode=zero-shot, backbone=CLIP RN502026.02 | 58.48 | 50.28 | |
| SIGmode=zero-shot, backbone=CLIP RN502026.02 | 58.45 | 89.48 | |
| WaNetmode=zero-shot, backbone=CLIP RN502026.02 | 58.42 | 98.37 | |
| VLTrojanmode=zero-shot, backbone=CLIP RN502026.02 | 54.64 | 2.69 |