Image Classification on Tiny ImageNet (Accuracy)
66.81AccuracyXSAM
Evaluation Results
| Method | Links | |
|---|---|---|
| XSAMBackbone=DenseNet-121, Setting=Single-step2026.03 | 66.81 | |
| SAMBackbone=DenseNet-121, Setting=Single-step2026.03 | 66.31 | |
| XSAMBackbone=ResNet-18, Setting=Single-step2026.03 | 63.82 | |
| SAMBackbone=ResNet-18, Setting=Single-step2026.03 | 62.81 | |
| SGDBackbone=DenseNet-121, Setting=Single-step2026.03 | 61.93 | |
| DWA + DiReIPC=1002025.12 | 58.5 | |
| SRe2L + DiReIPC=1002025.12 | 57.4 | |
| SGDBackbone=ResNet-18, Setting=Single-step2026.03 | 57.02 | |
| DELT + DiReIPC=502025.12 | 56.8 | |
| CDA + DiReIPC=1002025.12 | 56.5 | |
| DWAIPC=1002025.12 | 56 | |
| DELTIPC=502025.12 | 55.7 | |
| SRe2L + DiReIPC=502025.12 | 55.3 | |
| DWA + DiReIPC=502025.12 | 55.2 | |
| CDA + DiReIPC=502025.12 | 54.5 | |
| G-VBSM + DiReIPC=1002025.12 | 54.2 | |
| CDAIPC=1002025.12 | 53.2 | |
| DWAIPC=502025.12 | 52.8 | |
| XSAMBackbone=VGG-11, Setting=Single-step2026.03 | 52.58 | |
| SAMBackbone=VGG-11, Setting=Single-step2026.03 | 51.96 | |
| G-VBSMIPC=1002025.12 | 51 | |
| G-VBSM + DiReIPC=502025.12 | 50.1 | |
| SRe2LIPC=1002025.12 | 49.7 | |
| CDAIPC=502025.12 | 48.7 | |
| G-VBSMIPC=502025.12 | 47.6 | |
| SGDBackbone=VGG-11, Setting=Single-step2026.03 | 47.44 | |
| DELT + DiReIPC=102025.12 | 45.7 | |
| DELTIPC=102025.12 | 43 | |
| SRe2LIPC=502025.12 | 41.1 | |
| RoPEPositional Encoding=RoPE2026.03 | 38.28 | |
| DWA + DiReIPC=102025.12 | 37.6 | |
| No PEPositional Encoding=None2026.03 | 36.44 | |
| Learnable PEPositional Encoding=Learnable2026.03 | 34.85 | |
| CDA + DiReIPC=102025.12 | 34.8 | |
| SRe2L + DiReIPC=102025.12 | 34.7 | |
| ResNet-18Backbone=ResNet-182026.03 | 33.21 | |
| DWAIPC=102025.12 | 32.1 | |
| CDAIPC=102025.12 | 21.3 | |
| SRe2LIPC=102025.12 | 17.7 |