Image Classification on ImageNet (test) (MALT/SOTA Robustness and Speed)
79.18AccuracyMALT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MALTBackbone=SWIN-L, Threat Model=L-infinity2024.07 | 79.18 | 59.84 | 59.9 | -0.06 | — | |
| AutoAttackBackbone=SWIN-L, Threat Model=L-infinity2024.07 | 79.18 | — | 59.9 | — | — | |
| MALTBackbone=CONVNEXT-L, Threat Model=L-infinity2024.07 | 78.2 | 58.82 | 58.88 | -0.06 | — | |
| AutoAttackBackbone=CONVNEXT-L, Threat Model=L-infinity2024.07 | 78.2 | — | 58.88 | — | — | |
| MALTBackbone=CONVNEXT-L+, Threat Model=L-infinity2024.07 | 77.02 | 57.94 | 57.96 | -0.02 | — | |
| AutoAttackBackbone=CONVNEXT-L+, Threat Model=L-infinity2024.07 | 77.02 | — | 57.96 | — | — | |
| MALTBackbone=SWIN-B, Threat Model=L-infinity2024.07 | 76.22 | 56.54 | 56.56 | -0.02 | — | |
| AutoAttackBackbone=SWIN-B, Threat Model=L-infinity2024.07 | 76.22 | — | 56.56 | — | — | |
| MALTBackbone=CONVNEXT-B+, Threat Model=L-infinity2024.07 | 76 | 56.48 | 56.52 | -0.04 | — | |
| AutoAttackBackbone=CONVNEXT-B+, Threat Model=L-infinity2024.07 | 76 | — | 56.52 | — | — |