Image Classification on RESISC (test)
96.08AccuracyFull
Evaluation results
| Method | Links | |
|---|---|---|
| FullBackbone=ViT-Large, # Params=303M2024.07 | 96.08 | |
| FullBackbone=ViT-Base, # Params=85.8M2024.07 | 96 | |
| C3ABackbone=ViT-Large, Config=b=1024/16, # Params=0.79M2024.07 | 95.94 | |
| LoRABackbone=ViT-Large, Rank=r=16, # Params=1.57M2024.07 | 95.52 | |
| Linear ProbeInterpretability=false, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 94.98 | |
| LoRABackbone=ViT-Base, Rank=r=16, # Params=0.59M2024.07 | 94.66 | |
| C3ABackbone=ViT-Base, Config=b=768/12, # Params=0.22M2024.07 | 94.54 | |
| PCBM-ReDInterpretability=true, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 93.31 | |
| V2C-CBMInterpretability=true, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 92.86 | |
| Res-CBMInterpretability=true, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 91.67 | |
| LaBoInterpretability=true, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 91.22 | |
| HeadBackbone=ViT-Large2024.07 | 82.02 | |
| HeadBackbone=ViT-Base2024.07 | 74.22 | |
| CuPLInterpretability=false, Evaluation Setting=Zero-shot, Backbone=CLIP ViT-L/142026.01 | 71.88 | |
| PCBM-ReD + CuPLInterpretability=true, Evaluation Setting=Zero-shot, Backbone=CLIP ViT-L/142026.01 | 71.88 | |
| CLIPInterpretability=false, Evaluation Setting=Zero-shot, Backbone=CLIP ViT-L/142026.01 | 64.87 | |
| PCBM-ReDInterpretability=true, Evaluation Setting=Zero-shot, Backbone=CLIP ViT-L/142026.01 | 64.87 |