Image Manipulation Localization on CAT-Net Protocol Subsets (CASIAv1, Columbia, NIST16, Coverage)
90.8F1 (CASIAv1)DINOv3
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DINOv3Backbone=ViT-L, Adaptation=LoRA r=64, Size=512×5122026.04 | 90.8 | 92.7 | 63.3 | 88.2 | 83.7 | |
| DINOv3Backbone=ViT-L, Adaptation=LoRA r=32, Size=512×5122026.04 | 90.7 | 94.1 | 63.6 | 90.5 | 84.7 | |
| DINOv3Backbone=ViT-L, Adaptation=Full Fine-tuning, Size=512×5122026.04 | 88.2 | 93.8 | 61.6 | 86.6 | 82.6 | |
| DINOv3Backbone=ViT-B, Adaptation=LoRA r=64, Size=512×5122026.04 | 86.3 | 90.4 | 57 | 78.4 | 78 | |
| MesorchSize=512×5122026.04 | 84 | 89 | 39.2 | 58.6 | 67.7 | |
| DINOv3Backbone=ViT-B, Adaptation=LoRA r=32, Size=512×5122026.04 | 84 | 93.8 | 56.5 | 71.5 | 76.4 | |
| TruForSize=512×5122026.04 | 81.8 | 88.5 | 34.8 | 45.7 | 62.7 | |
| DINOv3Backbone=ViT-B, Adaptation=Full Fine-tuning, Size=512×5122026.04 | 81.5 | 91.8 | 51.8 | 65.2 | 72.6 | |
| CAT-NetSize=512×5122026.04 | 80.8 | 91.5 | 25.2 | 42.7 | 60.1 | |
| DINOv3Backbone=ViT-S, Adaptation=LoRA r=64, Size=512×5122026.04 | 80.3 | 91.8 | 45.7 | 67.1 | 71.2 | |
| DINOv3Backbone=ViT-S, Adaptation=LoRA r=32, Size=512×5122026.04 | 78.7 | 92.3 | 46.2 | 64.6 | 70.4 | |
| DINOv3Backbone=ViT-S, Adaptation=Full Fine-tuning, Size=512×5122026.04 | 70.4 | 88.7 | 40 | 53.1 | 63 | |
| PSCC-NetSize=256×2562026.04 | 63 | 88.4 | 34.6 | 44.8 | 57.7 | |
| MVSS-NetSize=512×5122026.04 | 58.3 | 74 | 33.6 | 48.6 | 53.6 |