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ResearchFormerly WizWand

Image Classification on TinyImageNet-200

85.04Top-1 AccuracyERMoE
11.886430.878249.8768.8618Nov 14, 2025Dec 1, 2025Dec 19, 2025Jan 6, 2026Jan 24, 2026Feb 11, 2026Mar 1, 2026
Updated 7mo ago

Evaluation results

MethodLinks
ERMoEShots=10-shot, Protocol=Linear probing, Backbone=ViT-B/162025.1185.04
ERMoEShots=5-shot, Protocol=Linear probing, Backbone=ViT-B/162025.1183.17
V-MoEShots=10-shot, Protocol=Linear probing, Backbone=ViT-B/162025.1183.16
V-MoEShots=5-shot, Protocol=Linear probing, Backbone=ViT-B/162025.1181.12
Single-gated MoEShots=10-shot, Protocol=Linear probing, Backbone=ViT-B/162025.1162.49
Single-gated MoEShots=5-shot, Protocol=Linear probing, Backbone=ViT-B/162025.1160.45
DeepMoEShots=10-shot, Protocol=Linear probing, Backbone=ViT-B/162025.1157.49
DeepMoEShots=5-shot, Protocol=Linear probing, Backbone=ViT-B/162025.1155.46
SelMatchModel Arch.=ResNet18, IPC=502026.0341.8
SelMatchModel Arch.=ConvNet, IPC=502026.0340.5
SelMatchModel Arch.=VGG11-BN, IPC=502026.0339.9
SelMatchModel Arch.=AlexNet, IPC=502026.0338.9
DATMModel Arch.=ResNet18, IPC=502026.0338.5
DATMModel Arch.=ConvNet, IPC=502026.0338.3
DATMModel Arch.=VGG11-BN, IPC=502026.0337.2
DATMModel Arch.=AlexNet, IPC=502026.0336.7
SelMatchModel Arch.=VGG11-BN, IPC=252026.0335.4
SelMatchModel Arch.=ResNet18, IPC=252026.0334.9
SeqMatchModel Arch.=ConvNet, IPC=502026.0334.9
SeqMatchModel Arch.=VGG11-BN, IPC=502026.0334.3
SelMatchModel Arch.=ConvNet, IPC=252026.0334.2
SeqMatchModel Arch.=ResNet18, IPC=502026.0333.8
SelMatchModel Arch.=AlexNet, IPC=252026.0333.7
SeqMatchModel Arch.=AlexNet, IPC=502026.0333.7
DATMModel Arch.=ResNet18, IPC=252026.0333.6
DATMModel Arch.=ConvNet, IPC=252026.0332.6
DATMModel Arch.=VGG11-BN, IPC=252026.0331.8
DATMModel Arch.=AlexNet, IPC=252026.0331
SeqMatchModel Arch.=VGG11-BN, IPC=252026.0330.7
SeqMatchModel Arch.=AlexNet, IPC=252026.0330.1
SeqMatchModel Arch.=ResNet18, IPC=252026.0329.7
SeqMatchModel Arch.=ConvNet, IPC=252026.0328.6
FTDModel Arch.=ResNet18, IPC=502026.0327.7
FTDModel Arch.=ConvNet, IPC=502026.0326.9
FTDModel Arch.=VGG11-BN, IPC=502026.0326.4
SelMatchModel Arch.=ResNet18, IPC=102026.0326.3
SelMatchModel Arch.=ConvNet, IPC=102026.0325.9
SelMatchModel Arch.=AlexNet, IPC=102026.0325.7
DATMModel Arch.=AlexNet, IPC=102026.0324.8
FTDModel Arch.=ResNet18, IPC=252026.0324.3
DATMModel Arch.=VGG11-BN, IPC=102026.0324.2
SelMatchModel Arch.=VGG11-BN, IPC=102026.0324.2
FTDModel Arch.=VGG11-BN, IPC=252026.0323.7
FTDModel Arch.=AlexNet, IPC=502026.0323.5
DATMModel Arch.=ConvNet, IPC=102026.0323.5
FTDModel Arch.=ConvNet, IPC=252026.0323.4
SeqMatchModel Arch.=AlexNet, IPC=102026.0323.1
DATMModel Arch.=ResNet18, IPC=102026.0323
SeqMatchModel Arch.=ConvNet, IPC=102026.0323
SeqMatchModel Arch.=VGG11-BN, IPC=102026.0322.5
MTTModel Arch.=ResNet18, IPC=502026.0322.1
FTDModel Arch.=AlexNet, IPC=252026.0321.8
SeqMatchModel Arch.=ResNet18, IPC=102026.0321.8
MTTModel Arch.=VGG11-BN, IPC=502026.0321.7
MTTModel Arch.=ConvNet, IPC=502026.0321.5
MTTModel Arch.=AlexNet, IPC=502026.0319.9
MTTModel Arch.=ConvNet, IPC=252026.0319.7
MTTModel Arch.=ResNet18, IPC=252026.0319.4
FTDModel Arch.=ResNet18, IPC=102026.0319.4
FTDModel Arch.=ConvNet, IPC=102026.0318.9
MTTModel Arch.=VGG11-BN, IPC=252026.0318.6
FTDModel Arch.=VGG11-BN, IPC=102026.0318.5
FTDModel Arch.=AlexNet, IPC=102026.0318.1
MTTModel Arch.=AlexNet, IPC=252026.0317.8
MTTModel Arch.=VGG11-BN, IPC=102026.0315.4
MTTModel Arch.=ConvNet, IPC=102026.0315.3
MTTModel Arch.=AlexNet, IPC=102026.0315.1
MTTModel Arch.=ResNet18, IPC=102026.0314.7