Explainable AI Evaluation on ImageNet-1K Non-Balanced Class 1.0 (test)
73.1Deletion Score (Del)CDAM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CDAMModel=ViT-L2026.04 | 73.1 | 66.5 | 20.8 | 32.9 | 85.6 | |
| CDAMModel=ViT-B2026.04 | 49.4 | 75.5 | 30.2 | 57.9 | 67.5 | |
| CDAMModel=ViT-S2026.04 | 48.6 | 61.2 | 32.5 | 22.7 | 71.7 | |
| DAPModel=ViT-L2026.04 | 39.8 | 79.5 | 36.7 | 75.6 | 34.2 | |
| GradCAMModel=ViT-L2026.04 | 38.7 | 79.3 | 36.9 | 75.4 | 25.6 | |
| AGCAMModel=ViT-L2026.04 | 38.3 | 78.6 | 12.2 | 73.1 | 19.2 | |
| LeGradModel=ViT-L2026.04 | 34.5 | 80 | 13.2 | 80.2 | 18 | |
| CDAMModel=ViT-T2026.04 | 34.3 | 47.6 | 40.9 | 10.2 | 82.8 | |
| GradCAMModel=ViT-B2026.04 | 25.9 | 76.1 | 25.7 | 61.6 | 25 | |
| DAPModel=ViT-B2026.04 | 25.9 | 77 | 25.2 | 67.3 | 35.3 | |
| LeGradModel=ViT-B2026.04 | 25.3 | 76.9 | 14.5 | 67.9 | 17.2 | |
| AGCAMModel=ViT-B2026.04 | 24 | 77.4 | 10.7 | 69.6 | 21.8 | |
| GradCAMModel=ViT-T2026.04 | 21.1 | 50.1 | 40.2 | 8.2 | 36.8 | |
| DAPModel=ViT-S2026.04 | 20.6 | 70.1 | 30.9 | 37.2 | 44.1 | |
| GradCAMModel=ViT-S2026.04 | 20.5 | 69.3 | 32 | 32.5 | 31.9 | |
| DAPModel=ViT-T2026.04 | 20 | 51.9 | 39.2 | 10.7 | 52.3 | |
| LeGradModel=ViT-S2026.04 | 19.9 | 69.7 | 19 | 37.9 | 17.1 | |
| AGCAMModel=ViT-S2026.04 | 19.3 | 70.8 | 16.4 | 38.3 | 21.5 | |
| LeGradModel=ViT-T2026.04 | 16.8 | 55.1 | 23.7 | 12 | 16.9 | |
| AGCAMModel=ViT-T2026.04 | 12.1 | 60.6 | 20.7 | 16.8 | 21.5 |