Image Classification on ImageNet-C Severity 1
75.24Top-1 AccReference Masking Regularization
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Reference Masking RegularizationBackbone=SWINv2-B, Parameters=87.8M2024.06 | 75.24 | 77.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Reference Masking RegularizationBackbone=SWINv2-S, Parameters=49.7M2024.06 | 74.7 | 76.59 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| StandardBackbone=SWINv2-S, Parameters=49.7M2024.06 | 74.48 | 75.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| StandardBackbone=SWINv2-B, Parameters=87.8M2024.06 | 74.45 | 75.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Reference Masking RegularizationBackbone=VITb16, Parameters=86.3M2024.06 | 72.52 | 73.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| StandardBackbone=VITb16, Parameters=86.3M2024.06 | 72.37 | 72.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Reference Masking RegularizationBackbone=SWINv2-T, Parameters=28.4M2024.06 | 72.13 | 73.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| StandardBackbone=SWINv2-T, Parameters=28.4M2024.06 | 71.63 | 71.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SourceNetwork=ResNet-182025.05 | — | — | 70.1 | 72.8 | 78.8 | 81.3 | 77.9 | 73.3 | 81.2 | 76.9 | 72.5 | 86.5 | 54.4 | 82.1 | 65.5 | 61.8 | 62.4 | 73.2 | |
| TM-ENTNetwork=ResNet-182025.05 | — | — | 61.2 | 62.9 | 72 | 63.4 | 61.8 | 55.3 | 62.4 | 63.4 | 59 | 56.6 | 46.6 | 53.9 | 51.1 | 51.4 | 52.3 | 58.2 | |
| TM-NORMNetwork=ResNet-182025.05 | — | — | 61.3 | 63.2 | 71.7 | 64 | 61.5 | 56.3 | 62.3 | 64.3 | 59.6 | 57 | 46.4 | 53.6 | 50.7 | 51.7 | 52.7 | 58.4 |