Image Classification on TinyImageNet-200
85.04Top-1 AccuracyERMoE
Evaluation Results
| Method | Links | |
|---|---|---|
| ERMoEShots=10-shot, Protocol=Linear probing, Backbone=ViT-B/162025.11 | 85.04 | |
| ERMoEShots=5-shot, Protocol=Linear probing, Backbone=ViT-B/162025.11 | 83.17 | |
| V-MoEShots=10-shot, Protocol=Linear probing, Backbone=ViT-B/162025.11 | 83.16 | |
| V-MoEShots=5-shot, Protocol=Linear probing, Backbone=ViT-B/162025.11 | 81.12 | |
| Single-gated MoEShots=10-shot, Protocol=Linear probing, Backbone=ViT-B/162025.11 | 62.49 | |
| Single-gated MoEShots=5-shot, Protocol=Linear probing, Backbone=ViT-B/162025.11 | 60.45 | |
| DeepMoEShots=10-shot, Protocol=Linear probing, Backbone=ViT-B/162025.11 | 57.49 | |
| DeepMoEShots=5-shot, Protocol=Linear probing, Backbone=ViT-B/162025.11 | 55.46 | |
| SelMatchModel Arch.=ResNet18, IPC=502026.03 | 41.8 | |
| SelMatchModel Arch.=ConvNet, IPC=502026.03 | 40.5 | |
| SelMatchModel Arch.=VGG11-BN, IPC=502026.03 | 39.9 | |
| SelMatchModel Arch.=AlexNet, IPC=502026.03 | 38.9 | |
| DATMModel Arch.=ResNet18, IPC=502026.03 | 38.5 | |
| DATMModel Arch.=ConvNet, IPC=502026.03 | 38.3 | |
| DATMModel Arch.=VGG11-BN, IPC=502026.03 | 37.2 | |
| DATMModel Arch.=AlexNet, IPC=502026.03 | 36.7 | |
| SelMatchModel Arch.=VGG11-BN, IPC=252026.03 | 35.4 | |
| SelMatchModel Arch.=ResNet18, IPC=252026.03 | 34.9 | |
| SeqMatchModel Arch.=ConvNet, IPC=502026.03 | 34.9 | |
| SeqMatchModel Arch.=VGG11-BN, IPC=502026.03 | 34.3 | |
| SelMatchModel Arch.=ConvNet, IPC=252026.03 | 34.2 | |
| SeqMatchModel Arch.=ResNet18, IPC=502026.03 | 33.8 | |
| SelMatchModel Arch.=AlexNet, IPC=252026.03 | 33.7 | |
| SeqMatchModel Arch.=AlexNet, IPC=502026.03 | 33.7 | |
| DATMModel Arch.=ResNet18, IPC=252026.03 | 33.6 | |
| DATMModel Arch.=ConvNet, IPC=252026.03 | 32.6 | |
| DATMModel Arch.=VGG11-BN, IPC=252026.03 | 31.8 | |
| DATMModel Arch.=AlexNet, IPC=252026.03 | 31 | |
| SeqMatchModel Arch.=VGG11-BN, IPC=252026.03 | 30.7 | |
| SeqMatchModel Arch.=AlexNet, IPC=252026.03 | 30.1 | |
| SeqMatchModel Arch.=ResNet18, IPC=252026.03 | 29.7 | |
| SeqMatchModel Arch.=ConvNet, IPC=252026.03 | 28.6 | |
| FTDModel Arch.=ResNet18, IPC=502026.03 | 27.7 | |
| FTDModel Arch.=ConvNet, IPC=502026.03 | 26.9 | |
| FTDModel Arch.=VGG11-BN, IPC=502026.03 | 26.4 | |
| SelMatchModel Arch.=ResNet18, IPC=102026.03 | 26.3 | |
| SelMatchModel Arch.=ConvNet, IPC=102026.03 | 25.9 | |
| SelMatchModel Arch.=AlexNet, IPC=102026.03 | 25.7 | |
| DATMModel Arch.=AlexNet, IPC=102026.03 | 24.8 | |
| FTDModel Arch.=ResNet18, IPC=252026.03 | 24.3 | |
| DATMModel Arch.=VGG11-BN, IPC=102026.03 | 24.2 | |
| SelMatchModel Arch.=VGG11-BN, IPC=102026.03 | 24.2 | |
| FTDModel Arch.=VGG11-BN, IPC=252026.03 | 23.7 | |
| FTDModel Arch.=AlexNet, IPC=502026.03 | 23.5 | |
| DATMModel Arch.=ConvNet, IPC=102026.03 | 23.5 | |
| FTDModel Arch.=ConvNet, IPC=252026.03 | 23.4 | |
| SeqMatchModel Arch.=AlexNet, IPC=102026.03 | 23.1 | |
| DATMModel Arch.=ResNet18, IPC=102026.03 | 23 | |
| SeqMatchModel Arch.=ConvNet, IPC=102026.03 | 23 | |
| SeqMatchModel Arch.=VGG11-BN, IPC=102026.03 | 22.5 | |
| MTTModel Arch.=ResNet18, IPC=502026.03 | 22.1 | |
| FTDModel Arch.=AlexNet, IPC=252026.03 | 21.8 | |
| SeqMatchModel Arch.=ResNet18, IPC=102026.03 | 21.8 | |
| MTTModel Arch.=VGG11-BN, IPC=502026.03 | 21.7 | |
| MTTModel Arch.=ConvNet, IPC=502026.03 | 21.5 | |
| MTTModel Arch.=AlexNet, IPC=502026.03 | 19.9 | |
| MTTModel Arch.=ConvNet, IPC=252026.03 | 19.7 | |
| MTTModel Arch.=ResNet18, IPC=252026.03 | 19.4 | |
| FTDModel Arch.=ResNet18, IPC=102026.03 | 19.4 | |
| FTDModel Arch.=ConvNet, IPC=102026.03 | 18.9 | |
| MTTModel Arch.=VGG11-BN, IPC=252026.03 | 18.6 | |
| FTDModel Arch.=VGG11-BN, IPC=102026.03 | 18.5 | |
| FTDModel Arch.=AlexNet, IPC=102026.03 | 18.1 | |
| MTTModel Arch.=AlexNet, IPC=252026.03 | 17.8 | |
| MTTModel Arch.=VGG11-BN, IPC=102026.03 | 15.4 | |
| MTTModel Arch.=ConvNet, IPC=102026.03 | 15.3 | |
| MTTModel Arch.=AlexNet, IPC=102026.03 | 15.1 | |
| MTTModel Arch.=ResNet18, IPC=102026.03 | 14.7 |