Image Classification on CIFAR-100 (Top-1 Accuracy Focus)
95.6Top-1 AccuracyDINOv2
Evaluation Results
| Method | Links | |
|---|---|---|
| DINOv2architecture=ViT-g/142024.11 | 95.6 | |
| AIMv2architecture=ViT-3B/14, Resolution=448px2024.11 | 94.5 | |
| TF-TAS-S#Param=23M, Fine-tuned=true, Resolution=384x3842022.03 | 91.2 | |
| AutoFormer-S#Param=23M, Fine-tuned=true, Resolution=384x3842022.03 | 91.1 | |
| DeiT-B#Param=86M, Fine-tuned=true, Resolution=384x3842022.03 | 90.8 | |
| ViT-B/16#Param=86M, Fine-tuned=false2022.03 | 87.1 | |
| ResNet-110 + KCLABackbone=ResNet-110, Params(M)=1.242026.06 | 76.98 | |
| ResNet-110 + DLA-LBackbone=ResNet-110, Params(M)=1.412026.06 | 76.82 | |
| ResNet-110 + DIANetBackbone=ResNet-110, Params(M)=1.392026.06 | 76.54 | |
| ResNet-110 + SEBackbone=ResNet-110, Params(M)=1.302026.06 | 76.35 | |
| ResNet-110 + MRLA-LBackbone=ResNet-110, Params(M)=1.242026.06 | 75.81 | |
| ResNet-56 + KCLABackbone=ResNet-56, Params(M)=0.652026.06 | 75.45 | |
| ResNet-110Backbone=ResNet-110, Params(M)=1.172026.06 | 75.34 | |
| ResNet-56 + Layer AttBackbone=ResNet-56, Params(M)=0.642026.06 | 75.31 | |
| ResNet-56 + DLA-LBackbone=ResNet-56, Params(M)=0.822026.06 | 75.18 | |
| ResNet-56 + MRLA-BBackbone=ResNet-56, Params(M)=0.642026.06 | 75.12 | |
| ResNet-56 + MRLA-LBackbone=ResNet-56, Params(M)=0.652026.06 | 74.74 | |
| ResNet-56 + DIANetBackbone=ResNet-56, Params(M)=0.832026.06 | 74.69 | |
| ResNet-56 + SEBackbone=ResNet-56, Params(M)=0.682026.06 | 74.58 | |
| ResNet-56Backbone=ResNet-56, Params(M)=0.612026.06 | 73.27 | |
| ResNet-20 + KCLABackbone=ResNet-20, Params(M)=0.262026.06 | 72.25 | |
| ResNet-20 + Layer AttBackbone=ResNet-20, Params(M)=0.252026.06 | 72.09 | |
| ResNet-20 + MRLA-BBackbone=ResNet-20, Params(M)=0.252026.06 | 72.05 | |
| ResNet-20 + DLA-LBackbone=ResNet-20, Params(M)=0.432026.06 | 71.84 | |
| ResNet-20 + MRLA-LBackbone=ResNet-20, Params(M)=0.252026.06 | 71.36 | |
| ResNet-20 + SEBackbone=ResNet-20, Params(M)=0.272026.06 | 70.6 | |
| ResNet-20 + DIANetBackbone=ResNet-20, Params(M)=0.462026.06 | 70.01 | |
| ResNet-20Backbone=ResNet-20, Params(M)=0.242026.06 | 69.22 |