Feature Attribution Evaluation on ImageNet 1k (val)
32.27MoRF ScoreIIA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| IIABackbone=ViT-H-16, Resolution=224x224, Pre-training=CLIP2025.07 | 32.27 | 60.98 | |
| IBABackbone=ViT-L-16, Resolution=224x2242025.07 | 30.55 | 66.97 | |
| ViT-CXBackbone=ViT-H-16, Resolution=224x224, Pre-training=CLIP2025.07 | 30.34 | 57.7 | |
| GenericBackbone=ViT-H-16, Resolution=224x224, Pre-training=CLIP2025.07 | 30.06 | 61.34 | |
| Chefer-LRPBackbone=ViT-L-16, Resolution=224x2242025.07 | 29.92 | 64.87 | |
| IIABackbone=ViT-L-16, Resolution=224x2242025.07 | 28.39 | 65.92 | |
| GenericBackbone=ViT-L-16, Resolution=224x2242025.07 | 28.31 | 66.51 | |
| IBABackbone=ViT-H-16, Resolution=224x224, Pre-training=CLIP2025.07 | 28.3 | 62.29 | |
| BeyondBackbone=ViT-H-16, Resolution=224x224, Pre-training=CLIP2025.07 | 28.11 | 62.96 | |
| BeyondBackbone=ViT-L-16, Resolution=224x2242025.07 | 25.47 | 66.68 | |
| ViT-CXBackbone=DeiT3-L-16, Resolution=224x2242025.07 | 24.43 | 66.6 | |
| ViT-CXBackbone=ViT-L-16, Resolution=224x2242025.07 | 24.3 | 67.27 | |
| CoIBABackbone=ViT-H-16, Resolution=224x224, Pre-training=CLIP2025.07 | 23.38 | 66.95 | |
| GenericBackbone=ViT-B-16, Resolution=224x2242025.07 | 22.15 | 65.31 | |
| CoIBABackbone=ViT-L-16, Resolution=224x2242025.07 | 22.03 | 74.88 | |
| IBABackbone=ViT-B-16, Resolution=224x2242025.07 | 20.99 | 68.8 | |
| Chefer-LRPBackbone=ViT-B-16, Resolution=224x2242025.07 | 20.87 | 64.37 | |
| GenericBackbone=DeiT3-L-16, Resolution=224x2242025.07 | 20.28 | 69.87 | |
| IIABackbone=DeiT3-L-16, Resolution=224x2242025.07 | 19.72 | 70.02 | |
| IIABackbone=ViT-B-16, Resolution=224x2242025.07 | 19.58 | 66.19 | |
| IBABackbone=DeiT3-L-16, Resolution=224x2242025.07 | 19.56 | 71.23 | |
| BeyondBackbone=DeiT3-L-16, Resolution=224x2242025.07 | 19.41 | 70.52 | |
| ViT-CXBackbone=ViT-B-16, Resolution=224x2242025.07 | 19.04 | 65.36 | |
| ViT-CXBackbone=DeiT-B-16, Resolution=224x2242025.07 | 18.37 | 57.44 | |
| BeyondBackbone=ViT-B-16, Resolution=224x2242025.07 | 17.93 | 68.44 | |
| GenericBackbone=DeiT-B-16, Resolution=224x2242025.07 | 16.76 | 59.78 | |
| CoIBABackbone=ViT-B-16, Resolution=224x2242025.07 | 16.63 | 73.68 | |
| IBABackbone=DeiT-B-16, Resolution=224x2242025.07 | 15.62 | 61.53 | |
| BeyondBackbone=DeiT-B-16, Resolution=224x2242025.07 | 15.37 | 60.06 | |
| Chefer-LRPBackbone=DeiT-B-16, Resolution=224x2242025.07 | 15.31 | 59.55 | |
| CoIBABackbone=DeiT3-L-16, Resolution=224x2242025.07 | 15.02 | 76.13 | |
| IIABackbone=DeiT-B-16, Resolution=224x2242025.07 | 14.74 | 61.21 | |
| CoIBABackbone=DeiT-B-16, Resolution=224x2242025.07 | 11.59 | 67.12 |