Model Explainability Faithfulness on OCT
85.2AUDCScoreCAM
Evaluation results
| Method | Links | |
|---|---|---|
| ScoreCAMBackbone=VGG2025.05 | 85.2 | |
| LayerCAMBackbone=VGG2025.05 | 85 | |
| GradCAMBackbone=VGG2025.05 | 84.7 | |
| Itgd GradBackbone=VGG2025.05 | 83.3 | |
| dense SoftCAMBackbone=VGG2025.05 | 82.6 | |
| dense SoftCAMBackbone=ResNet2025.05 | 82.5 | |
| Guided BPBackbone=VGG2025.05 | 82.3 | |
| Itgd GradBackbone=ResNet2025.05 | 82.1 | |
| ScoreCAMBackbone=ResNet2025.05 | 81.9 | |
| LayerCAMBackbone=ResNet2025.05 | 81.7 | |
| GradCAMBackbone=ResNet2025.05 | 81.5 | |
| sparse SoftCAMBackbone=VGG2025.05 | 80.6 | |
| Guided BPBackbone=ResNet2025.05 | 79.3 | |
| sparse SoftCAMBackbone=ResNet2025.05 | 60.9 |