Visual Attribution on ImageNet Predicted Class (val)
37.79Deletion ScoreScoreCAM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ScoreCAMClassifier=ConvNeXt Small [41], Reference image modes=black, mean, blur, Runtime=0.821s2026.04 | 37.79 | 54.25 | 16.46 | 53.48 | 73.67 | 20.19 | 56.0312 | 5.8985 | |
| AblationCAMClassifier=ConvNeXt Small [41], Reference image modes=black, mean, blur, Runtime=0.742s2026.04 | 33.4 | 58.9 | 25.5 | 47.53 | 78.77 | 31.24 | 48.9473 | 4.0993 | |
| GradCAM++Classifier=ConvNeXt Small [41], Reference image modes=black, mean, blur, Runtime=0.019s2026.04 | 31.59 | 60.08 | 28.48 | 46.35 | 82.31 | 35.97 | 50.9349 | 4.382 | |
| HiResCAMClassifier=ConvNeXt Small [41], Reference image modes=black, mean, blur, Runtime=0.019s2026.04 | 27.48 | 62.67 | 35.2 | 39.08 | 83.14 | 44.06 | 41.514 | 5.4472 | |
| GradCAMClassifier=ConvNeXt Small [41], Reference image modes=black, mean, blur, Runtime=0.004s2026.04 | 27.48 | 62.67 | 35.2 | 39.08 | 83.14 | 44.06 | 41.5133 | 5.4453 | |
| AHAClassifier=ConvNeXt Small [41], Reference image modes=black, mean, blur, Runtime=0.005s, Refinement steps (T)=02026.04 | 17.41 | 59.11 | 41.7 | 24.08 | 76.16 | 52.08 | 23.6857 | 6.0192 | |
| AHA T = 3Classifier=ConvNeXt Small [41], Reference image modes=black, mean, blur, Runtime=0.313s, Refinement steps (T)=32026.04 | 15.76 | 60.79 | 45.03 | 21.5 | 78.42 | 56.92 | 22.1279 | 7.1759 |