Image Classification on ImageNet 1k (full)
86Top-1 AccGPaCo
Evaluation Results
| Method | Links | |
|---|---|---|
| GPaCoModel=ViT-L, Mixup and CutMix=w/o Mixup and CutMix2022.09 | 86 | |
| MAEModel=ViT-L, Mixup and CutMix=w/ Mixup and CutMix2022.09 | 85.7 | |
| MAEModel=ViT-L, Mixup and CutMix=w/o Mixup and CutMix2022.09 | 85.2 | |
| GPaCoModel=ViT-B, Mixup and CutMix=w/o Mixup and CutMix2022.09 | 84 | |
| MAEModel=ViT-B, Mixup and CutMix=w/ Mixup and CutMix2022.09 | 83.6 | |
| MAEModel=ViT-B, Mixup and CutMix=w/o Mixup and CutMix2022.09 | 82.5 | |
| LG-CAV (ASR)Backbone=ViT-B2024.10 | 81.38 | |
| KDBackbone=ViT-B2024.10 | 81.15 | |
| OriginalBackbone=ViT-B2024.10 | 81.07 | |
| Concept_DistillationBackbone=ViT-B2024.10 | 80.86 | |
| LG-CAV (ASR)Backbone=ViT-L2024.10 | 80.05 | |
| KDBackbone=ViT-L2024.10 | 79.77 | |
| GPaCoModel=ResNet-50, Mixup and CutMix=w/o Mixup and CutMix2022.09 | 79.7 | |
| OriginalBackbone=ViT-L2024.10 | 79.67 | |
| Concept_DistillationBackbone=ViT-L2024.10 | 79.51 | |
| SupConModel=ResNet-50, Mixup and CutMix=w/o Mixup and CutMix2022.09 | 78.7 | |
| LG-CAV (ASR)Backbone=ResNet-502024.10 | 76.47 | |
| LG-CAV (ASR)Backbone=DenseNet-1692024.10 | 76.28 | |
| KDBackbone=ResNet-502024.10 | 76.27 | |
| OriginalBackbone=ResNet-502024.10 | 76.13 | |
| KDBackbone=DenseNet-1692024.10 | 75.99 | |
| Concept_DistillationBackbone=ResNet-502024.10 | 75.77 | |
| OriginalBackbone=DenseNet-1692024.10 | 75.6 | |
| Concept_DistillationBackbone=DenseNet-1692024.10 | 75.46 | |
| LG-CAV (ASR)Backbone=DenseNet-1212024.10 | 74.94 | |
| KDBackbone=DenseNet-1212024.10 | 74.68 | |
| OriginalBackbone=DenseNet-1212024.10 | 74.43 | |
| Concept_DistillationBackbone=DenseNet-1212024.10 | 74.04 | |
| LG-CAV (ASR)Backbone=ResNet-342024.10 | 73.66 | |
| KDBackbone=ResNet-342024.10 | 73.49 | |
| OriginalBackbone=ResNet-342024.10 | 73.31 | |
| Concept_DistillationBackbone=ResNet-342024.10 | 73.06 | |
| LG-CAV (ASR)Backbone=VGG-192024.10 | 72.6 | |
| KDBackbone=VGG-192024.10 | 72.46 | |
| OriginalBackbone=VGG-192024.10 | 72.38 | |
| Concept_DistillationBackbone=VGG-192024.10 | 72.29 | |
| Label-free CBMBackbone=ResNet-502024.10 | 71.95 | |
| LG-CAV (ASR)Backbone=ResNet-182024.10 | 70.26 | |
| LG-CAV (ASR)Backbone=VGG-132024.10 | 70.19 | |
| KDBackbone=VGG-132024.10 | 70.06 | |
| OriginalBackbone=VGG-132024.10 | 69.93 | |
| KDBackbone=ResNet-182024.10 | 69.93 | |
| Concept_DistillationBackbone=VGG-132024.10 | 69.8 | |
| OriginalBackbone=ResNet-182024.10 | 69.76 | |
| Concept_DistillationBackbone=ResNet-182024.10 | 69.46 | |
| SeGP-CLTSGR=true2026.03 | 67.6 | |
| MG-CLIP2026.03 | 67.3 | |
| MoE-Adapter2026.03 | 66 | |
| zero-shot CLIPmode=zero-shot2026.03 | 64.4 | |
| SPU2026.03 | 62.4 | |
| SeGP-CLTSGR=false2026.03 | 62.4 | |
| RAPF2026.03 | 15.2 | |
| PROOF2026.03 | 11.2 |