Image Manipulation Localization on Columbia
98.82F1 ScoreSwin Transformer w. ReVi
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Swin Transformer w. ReViProtocol=Fine-tuned2026.04 | 98.82 | — | — | — | — | |
| SegFormer w. ReViProtocol=Fine-tuned2026.04 | 98.8 | — | — | — | — | |
| TinySAM w. ReViProtocol=Fine-tuned2026.04 | 98.62 | — | — | — | — | |
| LDM w. ReViProtocol=Fine-tuned2026.04 | 98.52 | — | — | — | — | |
| MPCProtocol=Fine-tuned2026.04 | 98.04 | — | — | — | — | |
| MesorchProtocol=Fine-tuned2026.04 | 97.63 | — | — | — | — | |
| IML-ViTProtocol=Fine-tuned2026.04 | 96.8 | — | — | — | — | |
| APSC-NetProtocol=CAT2025.08 | 96.6 | — | — | — | — | |
| Sparse-ViTProtocol=Fine-tuned2026.04 | 96.11 | — | — | — | — | |
| SparseViTProtocol=CAT2025.08 | 95.9 | — | — | — | — | |
| PSCC-NetProtocol=Fine-tuned2026.04 | 94.38 | — | — | — | — | |
| EVPProtocol=Fine-tuned2026.04 | 93.89 | — | — | — | — | |
| RITAProtocol=CAT-Net protocol2025.09 | 92.1 | — | — | 61.8 | 64.3 | |
| CAT-NetProtocol=CAT-Net protocol2025.09 | 91.5 | — | — | 47.8 | 53.3 | |
| MesorchProtocol=CAT-Net protocol2025.09 | 89 | — | — | 54.4 | 59.3 | |
| MesorchProtocol=CAT2025.08 | 89 | — | — | — | — | |
| TruforProtocol=CAT-Net protocol2025.09 | 88.5 | — | — | 47.3 | 53.1 | |
| PSCCProtocol=CAT-Net protocol2025.09 | 88.4 | — | — | 54.1 | 55.5 | |
| Relay-SegProtocol=CAT2025.08 | 88.3 | — | — | — | — | |
| TruForProtocol=Fine-tuned2026.04 | 88.03 | — | — | — | — | |
| Relay-ViTProtocol=CAT2025.08 | 87.8 | — | — | — | — | |
| TruforProtocol=CAT2025.08 | 87.5 | — | — | — | — | |
| TruForProtocol=MVSS protocol2025.09 | 86.5 | — | — | 42.1 | 46.4 | |
| TruforProtocol=MVSS2025.08 | 86.5 | — | — | — | — | |
| LDM w. ReViProtocol=Pre-trained2026.04 | 84.84 | — | — | — | — | |
| ACBGProtocol=Fine-tuned2026.04 | 83.92 | — | — | — | — | |
| Constrained R-CNNvariant=full2019.11 | 79 | — | — | — | — | |
| Sparse-ViTProtocol=Pre-trained2026.04 | 78.43 | — | — | — | — | |
| SparseViTProtocol=MVSS2025.08 | 78.1 | — | — | — | — | |
| Relay-ViTProtocol=MVSS2025.08 | 76.2 | — | — | — | — | |
| RITAProtocol=MVSS protocol2025.09 | 75.6 | — | — | 51.4 | 51.5 | |
| Relay-SegProtocol=MVSS2025.08 | 75.6 | — | — | — | — | |
| IML-ViTProtocol=MVSS2025.08 | 74.7 | — | — | — | — | |
| MVSSProtocol=CAT-Net protocol2025.09 | 74 | — | — | 47.7 | 49.5 | |
| MesorchProtocol=MVSS protocol2025.09 | 72.6 | — | — | 34.6 | 40.2 | |
| MPCProtocol=Pre-trained2026.04 | 72.45 | — | — | — | — | |
| Constrained R-CNNvariant=base2019.11 | 70.9 | — | — | — | — | |
| RGB-N2019.11 | 69.7 | — | — | — | — | |
| MesorchProtocol=Pre-trained2026.04 | 63.86 | — | — | — | — | |
| MesorchProtocol=MVSS2025.08 | 62.3 | — | — | — | — | |
| MFCN2019.11 | 61.2 | — | — | — | — | |
| IML-ViTProtocol=Pre-trained2026.04 | 60.61 | — | — | — | — | |
| PSCC-NetProtocol=MVSS2025.08 | 60.5 | — | — | — | — | |
| PSCC-NetProtocol=MVSS protocol2025.09 | 60.4 | — | — | 37.7 | 36.3 | |
| SegFormer w. ReViProtocol=Pre-trained2026.04 | 60.25 | — | — | — | — | |
| Swin Transformer w. ReViProtocol=Pre-trained2026.04 | 60.2 | — | — | — | — | |
| CAT-NetProtocol=MVSS protocol2025.09 | 58.4 | — | — | 36.1 | 37.8 | |
| CAT-NetProtocol=MVSS2025.08 | 58.4 | — | — | — | — | |
| NOI12019.11 | 57.4 | — | — | — | — | |
| TinySAM w. ReViProtocol=Pre-trained2026.04 | 55.41 | — | — | — | — | |
| ELA2019.11 | 47 | — | — | — | — | |
| NCL-IMLProtocol=MVSS2025.08 | 44.6 | — | — | — | — | |
| ACBGProtocol=Pre-trained2026.04 | 42.99 | — | — | — | — | |
| TruForProtocol=Pre-trained2026.04 | 38.76 | — | — | — | — | |
| MVSS-NetProtocol=MVSS protocol2025.09 | 38.6 | — | — | 29.3 | 32.7 | |
| MVSS-NetProtocol=MVSS2025.08 | 38.6 | — | — | — | — | |
| ObjectFormerProtocol=MVSS2025.08 | 33.6 | — | — | — | — | |
| EVPProtocol=Pre-trained2026.04 | 29.06 | — | — | — | — | |
| Mantra-NetProtocol=MVSS2025.08 | 24.3 | — | — | — | — | |
| PSCC-NetProtocol=Pre-trained2026.04 | 12.23 | — | — | — | — | |
| AdaCFA2022.12 | — | 58.7 | 40.3 | — | — | |
| ADQ2022.12 | — | 40.1 | 40.1 | — | — | |
| CAT-Net v22022.12 | — | 92.3 | 85.9 | — | — | |
| CR-CNN2022.12 | — | 77.9 | 63.1 | — | — | |
| EXIF-SC2022.12 | — | 88 | 79.8 | — | — | |
| IF-OSN2022.12 | — | 83.6 | 75.3 | — | — | |
| ManTraNet2022.12 | — | 65 | 50.8 | — | — | |
| MVSS-Net2022.12 | — | 78.1 | 72.9 | — | — | |
| Noiseprintnormalization=between 0 and 12022.12 | — | 83.5 | 51.3 | — | — | |
| PSCC-Net2022.12 | — | 76 | 60.4 | — | — | |
| RRU-Net2022.12 | — | 62.9 | 57.5 | — | — | |
| SPAN2022.12 | — | 87.3 | 75.9 | — | — | |
| Splicebusternormalization=between 0 and 12022.12 | — | 81.1 | 56.5 | — | — | |
| TruFor2022.12 | — | 91.4 | 85.9 | — | — |