Faithfulness Evaluation on ImageNet (val)
81.03ADCCScore-CAM
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Score-CAMGroup=Vision Transformers, Architectures=ViT-B/16, ViT-L/162026.02 | 81.03 | 15.29 | 86.41 | 28.83 | 22.5 | 20.28 | 4.0864 | — | — | — | |
| DD-CAMGroup=CNN Linear Heads, Architectures=ResNet-50, EfficientNet-B0, Inception-v32026.02 | 80.87 | 13.93 | 98.77 | 21.37 | 46.73 | 38.73 | 1.5443 | — | — | — | |
| Grad-CAMGroup=CNN Linear Heads, Architectures=ResNet-50, EfficientNet-B0, Inception-v32026.02 | 80.1 | 15.3 | 97.9 | 25.17 | 42 | 38.23 | 0.024 | — | — | — | |
| XGrad-CAMGroup=CNN Linear Heads, Architectures=ResNet-50, EfficientNet-B0, Inception-v32026.02 | 80.1 | 15.37 | 97.9 | 25.17 | 37.4 | 38.23 | 0.014 | — | — | — | |
| DD-CAMGroup=Vision Transformers, Architectures=ViT-B/16, ViT-L/162026.02 | 79.85 | 8.32 | 99.5 | 20.1 | 60 | 39.75 | 1.9301 | — | — | — | |
| Score-CAMGroup=CNN Linear Heads, Architectures=ResNet-50, EfficientNet-B0, Inception-v32026.02 | 79.37 | 16.53 | 94.5 | 23 | 43.7 | 35.6 | 1.646 | — | — | — | |
| DD-CAMGroup=CNN Non-Linear Heads, Architectures=VGG-11, VGG-16, VGG-192026.02 | 78.73 | 16.1 | 98.27 | 21.7 | 31.2 | 54.23 | 1.8267 | — | — | — | |
| Ablation-CAMGroup=CNN Linear Heads, Architectures=ResNet-50, EfficientNet-B0, Inception-v32026.02 | 78.03 | 19.2 | 95.8 | 21.97 | 40.23 | 36.27 | 1.5463 | — | — | — | |
| Recipro-CAMGroup=CNN Non-Linear Heads, Architectures=VGG-11, VGG-16, VGG-192026.02 | 77.54 | 17.35 | 97.55 | 28.15 | 29.29 | 48.13 | 0.0184 | — | — | — | |
| Score-CAMGroup=CNN Non-Linear Heads, Architectures=VGG-11, VGG-16, VGG-192026.02 | 77.4 | 16.77 | 94.5 | 23.83 | 25.6 | 52.23 | 1.2117 | — | — | — | |
| Grad-CAM++Group=CNN Linear Heads, Architectures=ResNet-50, EfficientNet-B0, Inception-v32026.02 | 77.27 | 19.73 | 98.57 | 25.17 | 35.9 | 37.47 | 0.029 | — | — | — | |
| Layer-CAMGroup=CNN Linear Heads, Architectures=ResNet-50, EfficientNet-B0, Inception-v32026.02 | 76.53 | 19.8 | 98.07 | 24.5 | 34.63 | 35 | 0.054 | — | — | — | |
| Recipro-CAMGroup=CNN Linear Heads, Architectures=ResNet-50, EfficientNet-B0, Inception-v32026.02 | 76.49 | 15.1 | 96.8 | 22.46 | 42.54 | 37.15 | 0.0145 | — | — | — | |
| Ablation-CAMGroup=CNN Non-Linear Heads, Architectures=VGG-11, VGG-16, VGG-192026.02 | 75.07 | 24.13 | 97.07 | 22.53 | 28.2 | 53.97 | 1.1983 | — | — | — | |
| XGrad-CAMGroup=CNN Non-Linear Heads, Architectures=VGG-11, VGG-16, VGG-192026.02 | 75 | 19.27 | 95 | 25.47 | 31.13 | 51.1 | 0.0107 | — | — | — | |
| Grad-CAMGroup=CNN Non-Linear Heads, Architectures=VGG-11, VGG-16, VGG-192026.02 | 74.37 | 19.13 | 94.37 | 25.67 | 27.9 | 51.2 | 0.011 | — | — | — | |
| Grad-CAM++Group=CNN Non-Linear Heads, Architectures=VGG-11, VGG-16, VGG-192026.02 | 73.03 | 20.77 | 97.37 | 23.73 | 27.27 | 52.17 | 0.021 | — | — | — | |
| Layer-CAMGroup=CNN Non-Linear Heads, Architectures=VGG-11, VGG-16, VGG-192026.02 | 70.33 | 29.93 | 96.43 | 18.8 | 28.43 | 50.7 | 0.1347 | — | — | — | |
| Recipro-CAMGroup=Vision Transformers, Architectures=ViT-B/16, ViT-L/162026.02 | 68.89 | 13.81 | 98.5 | 53.51 | 42.5 | 39.54 | 0.0704 | — | — | — | |
| Ablation-CAMGroup=Vision Transformers, Architectures=ViT-B/16, ViT-L/162026.02 | 43.89 | 56.15 | 82.8 | 16.18 | 30 | 10.62 | 6.9294 | — | — | — | |
| XGrad-CAMGroup=Vision Transformers, Architectures=ViT-B/16, ViT-L/162026.02 | 21.9 | 86.11 | 73.31 | 11.82 | 2 | 5.49 | 0.0238 | — | — | — | |
| Layer-CAMGroup=Vision Transformers, Architectures=ViT-B/16, ViT-L/162026.02 | 18.31 | 94.68 | 77.04 | 19.3 | 1.5 | 14.91 | 0.0273 | — | — | — | |
| Grad-CAMGroup=Vision Transformers, Architectures=ViT-B/16, ViT-L/162026.02 | 17.21 | 78.51 | 72.44 | 23.03 | 9.29 | 11.47 | 0.0415 | — | — | — | |
| Grad-CAM++Group=Vision Transformers, Architectures=ViT-B/16, ViT-L/162026.02 | 13.45 | 85.63 | 74.79 | 14.98 | 10 | 7.93 | 0.026 | — | — | — | |
| CAAPBackbone=ViT-B/16 [34]2026.03 | — | — | — | — | — | — | — | 32.62 | 64.77 | 32.15 | |
| Grad-CAMBackbone=ViT-B/16 [34]2026.03 | — | — | — | — | — | — | — | 43.92 | 59.07 | 15.15 | |
| IxG+Backbone=ViT-B/16 [34]2026.03 | — | — | — | — | — | — | — | 50.41 | 55.9 | 5.49 | |
| Libra IxG+Backbone=ViT-B/16 [34]2026.03 | — | — | — | — | — | — | — | 37.53 | 65.41 | 27.88 | |
| MDABackbone=ViT-B/16 [34]2026.03 | — | — | — | — | — | — | — | 46.63 | 56.16 | 9.53 | |
| MUTEXBackbone=ViT-B/16 [34]2026.03 | — | — | — | — | — | — | — | 46.36 | 55.79 | 9.43 | |
| RolloutBackbone=ViT-B/16 [34]2026.03 | — | — | — | — | — | — | — | 54.68 | 49.83 | -4.85 | |
| T-AttrBackbone=ViT-B/16 [34]2026.03 | — | — | — | — | — | — | — | 39.49 | 60.73 | 21.24 | |
| TAMBackbone=ViT-B/16 [34]2026.03 | — | — | — | — | — | — | — | 41.81 | 60.27 | 18.46 | |
| ViT-CXBackbone=ViT-B/16 [34]2026.03 | — | — | — | — | — | — | — | 33.94 | 62.41 | 28.47 |