Feature Visualization on ImageNet 1k (val)
70.64Zero-Shot Top1 AccImageNet (Reference)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ImageNet (Reference)Backbone=DenseNet1212025.03 | 70.64 | — | — | 93.16 | |
| ImageNet (Reference)Backbone=ResNet502025.03 | 69.11 | — | — | 92.23 | |
| VITALBackbone=ViT-L-162025.03 | 68.17 | 99.8 | 126.29 | 92.8 | |
| VITALBackbone=ResNet502025.03 | 66.62 | 99.9 | 58.79 | 92.56 | |
| ImageNet (Reference)Backbone=ViT-L-322025.03 | 65.83 | — | — | 90.03 | |
| ImageNet (Reference)Backbone=ConvNeXt2025.03 | 65.66 | — | — | 89.8 | |
| ImageNet (Reference)Backbone=ViT-L-162025.03 | 64.78 | — | — | 89.31 | |
| VITALBackbone=ConvNeXt2025.03 | 63.53 | 99.97 | 3.92 | 90.3 | |
| VITALBackbone=DenseNet1212025.03 | 58.7 | 99.93 | 0.27 | 86.93 | |
| VITALBackbone=ViT-L-322025.03 | 55.97 | 89.6 | 147.33 | 85.47 | |
| DeepInvBackbone=ResNet50, Batch size (bs)=642025.03 | 29.9 | 100 | 35.76 | 55.2 | |
| MACOBackbone=ViT-L-32, Resolution (r)=2242025.03 | 17.53 | 24.87 | 2,318.9 | 37.23 | |
| MACOBackbone=ResNet50, Resolution (r)=2242025.03 | 12.87 | 29.43 | 360.74 | 29.73 | |
| FourierBackbone=ViT-L-32, Resolution (r)=2242025.03 | 10.3 | 17.03 | 1,983.09 | 28.1 | |
| DeepInvBackbone=DenseNet121, Batch size (bs)=642025.03 | 10 | 100 | 0.2 | 25.47 | |
| MACOBackbone=DenseNet121, Resolution (r)=2242025.03 | 9.33 | 9.2 | 1.8 | 23.2 | |
| MACOBackbone=ConvNeXt, Resolution (r)=2242025.03 | 7.2 | 66.07 | 62.55 | 19.77 | |
| FourierBackbone=ResNet50, Resolution (r)=2242025.03 | 6.73 | 21.3 | 422.44 | 18.27 | |
| FourierBackbone=DenseNet121, Resolution (r)=2242025.03 | 4.87 | 15.53 | 1.63 | 12.17 | |
| MACOBackbone=ViT-L-16, Resolution (r)=2242025.03 | 3.93 | 44.33 | 946.96 | 10.57 | |
| FourierBackbone=ConvNeXt, Resolution (r)=2242025.03 | 2.77 | 60.07 | 59.6 | 8.3 | |
| FourierBackbone=ViT-L-16, Resolution (r)=2242025.03 | 1.67 | 25.3 | 990.51 | 5.13 |