Zero-Shot Learning on Columbia
Metric: AUC (higher is better)
Metric: AUC (higher is better)
| # | Model↕ | AUC▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TruFor | 0.996 | No | TruFor: Leveraging all-round clues for trustwort... | 2022-12-21 | - |
| 2 | Early Fusion | 0.996 | No | MMFusion: Combining Image Forensic Filters for V... | 2023-12-04 | Code |
| 3 | MVSS-Net | 0.984 | No | Image Manipulation Detection by Multi-View Multi... | 2021-04-14 | Code |
| 4 | Late Fusion | 0.977 | No | MMFusion: Combining Image Forensic Filters for V... | 2023-12-04 | Code |
| 5 | CAT-Net v2 | 0.977 | No | Learning JPEG Compression Artifacts for Image Ma... | 2021-08-30 | Code |
| 6 | DF-Net | 0.88 | Yes | DF-Net: The Digital Forensics Network for Image ... | 2025-03-28 | Code |
| 7 | ManTraNet | 0.81 | No | - | - | Code |
| 8 | CR-CNN | 0.755 | No | Constrained R-CNN: A general image manipulation ... | 2019-11-19 | - |