Neuron description on ImageNet
96AUCINVERT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| INVERTModel=ResNet50, Layer=Avgpool2024.05 | 96 | 462 | |
| CLIP-DissectModel=ResNet50, Layer=Avgpool2024.05 | 95 | 498 | |
| CLIP-DissectModel=DINO ViT-S/8, Layer=Layer 112024.05 | 95 | 459 | |
| CLIP-DissectModel=ResNet18, Layer=Avgpool2024.05 | 93 | 385 | |
| INVERTModel=ResNet18, Layer=Avgpool2024.05 | 93 | 323 | |
| INVERTModel=ViT-B/16, Layer=Features2024.05 | 89 | 167 | |
| CLIP-DissectModel=ViT-B/16, Layer=Features2024.05 | 78 | 129 | |
| INVERTModel=DINO ViT-S/8, Layer=Layer 112024.05 | 73 | 270 | |
| MILANModel=ResNet18, Layer=Avgpool2024.05 | 61 | 69 | |
| MILANModel=DINO ViT-S/8, Layer=Layer 112024.05 | 59 | 37 | |
| VITALBackbone=ResNet502025.03 | 55.56 | 15.87 | |
| MILANModel=ViT-B/16, Layer=Features2024.05 | 53 | 12 | |
| MILANModel=ResNet50, Layer=Avgpool2024.05 | 44 | -8 | |
| FourierSetup=res: 224, Backbone=ResNet502025.03 | 30.73 | -81.2 | |
| MACOSetup=res: 224, Backbone=ResNet502025.03 | 25.61 | -96.78 |