Visual Explanation Evaluation on Aircraft
0.037Deletion ScoreLayer-CAM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Layer-CAMBackbone=OpenCLIP ViT-B-162025.01 | 0.037 | 0.101 | 0.113 | 0.662 | |
| Grad-CAMBackbone=OpenCLIP ViT-B-162025.01 | 0.039 | 0.097 | 0.112 | 0.608 | |
| Grad-CAM + Finer-CAMBackbone=OpenCLIP ViT-B-162025.01 | 0.039 | 0.113 | 0.127 | 0.614 | |
| Layer-CAM + Finer-CAMBackbone=OpenCLIP ViT-B-162025.01 | 0.039 | 0.113 | 0.124 | 0.664 | |
| Score-CAMBackbone=OpenCLIP ViT-B-162025.01 | 0.05 | 0.074 | 0.086 | 0.595 | |
| Score-CAM + Finer-CAMBackbone=OpenCLIP ViT-B-162025.01 | 0.05 | 0.085 | 0.094 | 0.602 | |
| Layer-CAMBackbone=DINOv22025.01 | 0.168 | 0.286 | 0.367 | 0.729 | |
| Layer-CAM + FinerBackbone=DINOv22025.01 | 0.17 | 0.312 | 0.383 | 0.749 | |
| Grad-CAMBackbone=DINOv22025.01 | 0.178 | 0.242 | 0.309 | 0.561 | |
| Grad-CAM + FinerBackbone=DINOv22025.01 | 0.178 | 0.27 | 0.339 | 0.586 | |
| Score-CAMBackbone=DINOv22025.01 | 0.198 | 0.182 | 0.257 | 0.611 | |
| Score-CAM + FinerBackbone=DINOv22025.01 | 0.203 | 0.194 | 0.264 | 0.653 |