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ResearchFormerly WizWand

Image Classification on ImageNet 1k (full)

86Top-1 AccGPaCo
8.20828.40448.668.796Sep 26, 2022Apr 24, 2023Nov 21, 2023Jun 18, 2024Jan 15, 2025Aug 13, 2025Mar 12, 2026
Updated 7mo ago

Evaluation results

MethodLinks
GPaCoModel=ViT-L, Mixup and CutMix=w/o Mixup and CutMix2022.0986
MAEModel=ViT-L, Mixup and CutMix=w/ Mixup and CutMix2022.0985.7
MAEModel=ViT-L, Mixup and CutMix=w/o Mixup and CutMix2022.0985.2
GPaCoModel=ViT-B, Mixup and CutMix=w/o Mixup and CutMix2022.0984
MAEModel=ViT-B, Mixup and CutMix=w/ Mixup and CutMix2022.0983.6
MAEModel=ViT-B, Mixup and CutMix=w/o Mixup and CutMix2022.0982.5
LG-CAV (ASR)Backbone=ViT-B2024.1081.38
KDBackbone=ViT-B2024.1081.15
OriginalBackbone=ViT-B2024.1081.07
Concept_DistillationBackbone=ViT-B2024.1080.86
LG-CAV (ASR)Backbone=ViT-L2024.1080.05
KDBackbone=ViT-L2024.1079.77
GPaCoModel=ResNet-50, Mixup and CutMix=w/o Mixup and CutMix2022.0979.7
OriginalBackbone=ViT-L2024.1079.67
Concept_DistillationBackbone=ViT-L2024.1079.51
SupConModel=ResNet-50, Mixup and CutMix=w/o Mixup and CutMix2022.0978.7
LG-CAV (ASR)Backbone=ResNet-502024.1076.47
LG-CAV (ASR)Backbone=DenseNet-1692024.1076.28
KDBackbone=ResNet-502024.1076.27
OriginalBackbone=ResNet-502024.1076.13
KDBackbone=DenseNet-1692024.1075.99
Concept_DistillationBackbone=ResNet-502024.1075.77
OriginalBackbone=DenseNet-1692024.1075.6
Concept_DistillationBackbone=DenseNet-1692024.1075.46
LG-CAV (ASR)Backbone=DenseNet-1212024.1074.94
KDBackbone=DenseNet-1212024.1074.68
OriginalBackbone=DenseNet-1212024.1074.43
Concept_DistillationBackbone=DenseNet-1212024.1074.04
LG-CAV (ASR)Backbone=ResNet-342024.1073.66
KDBackbone=ResNet-342024.1073.49
OriginalBackbone=ResNet-342024.1073.31
Concept_DistillationBackbone=ResNet-342024.1073.06
LG-CAV (ASR)Backbone=VGG-192024.1072.6
KDBackbone=VGG-192024.1072.46
OriginalBackbone=VGG-192024.1072.38
Concept_DistillationBackbone=VGG-192024.1072.29
Label-free CBMBackbone=ResNet-502024.1071.95
LG-CAV (ASR)Backbone=ResNet-182024.1070.26
LG-CAV (ASR)Backbone=VGG-132024.1070.19
KDBackbone=VGG-132024.1070.06
OriginalBackbone=VGG-132024.1069.93
KDBackbone=ResNet-182024.1069.93
Concept_DistillationBackbone=VGG-132024.1069.8
OriginalBackbone=ResNet-182024.1069.76
Concept_DistillationBackbone=ResNet-182024.1069.46
SeGP-CLTSGR=true2026.0367.6
MG-CLIP2026.0367.3
MoE-Adapter2026.0366
zero-shot CLIPmode=zero-shot2026.0364.4
SPU2026.0362.4
SeGP-CLTSGR=false2026.0362.4
RAPF2026.0315.2
PROOF2026.0311.2