Image Manipulation Localization on NIST16
92.7F1 ScoreConstrained R-CNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Constrained R-CNNvariant=full2019.11 | 92.7 | — | |
| Constrained R-CNNvariant=base2019.11 | 92 | — | |
| TinySAM w. ReViProtocol=Fine-tuned2026.04 | 88.52 | — | |
| Obj.Fo.Post-processing=Resize (0.78)2023.03 | 87.2 | — | |
| HiFi-NetPost-processing=Resize (0.78)2023.03 | 86.9 | — | |
| LDM w. ReViProtocol=Fine-tuned2026.04 | 86.87 | — | |
| Swin Transformer w. ReViProtocol=Fine-tuned2026.04 | 86.71 | — | |
| HiFi-NetPost-processing=Resize (0.25)2023.03 | 86.5 | — | |
| HiFi-NetPost-processing=JPEG Co. (100)2023.03 | 86.5 | — | |
| Obj.Fo.Post-processing=JPEG Co. (100)2023.03 | 86.37 | — | |
| Obj.Fo.Post-processing=Resize (0.25)2023.03 | 86.3 | — | |
| Obj.Fo.Post-processing=JPEG Co. (50)2023.03 | 86.24 | — | |
| SegFormer w. ReViProtocol=Fine-tuned2026.04 | 86.11 | — | |
| HiFi-NetPost-processing=Gau.Blur (3)2023.03 | 86.1 | — | |
| HiFi-NetPost-processing=JPEG Co. (50)2023.03 | 86 | — | |
| Obj.Fo.Post-processing=Gau.Blur (3)2023.03 | 85.97 | — | |
| PSCCPost-processing=JPEG Co. (100)2023.03 | 85.4 | — | |
| PSCCPost-processing=Gau.Blur (3)2023.03 | 85.38 | — | |
| PSCCPost-processing=JPEG Co. (50)2023.03 | 85.37 | — | |
| PSCCPost-processing=Resize (0.78)2023.03 | 85.29 | — | |
| PSCCPost-processing=Resize (0.25)2023.03 | 85.01 | — | |
| SPANPost-processing=JPEG Co. (100)2023.03 | 83.59 | — | |
| SPANPost-processing=Resize (0.78)2023.03 | 83.24 | — | |
| SPANPost-processing=Gau.Blur (3)2023.03 | 83.1 | — | |
| MesorchProtocol=Fine-tuned2026.04 | 82.61 | — | |
| ObjectFormerFine-tuned=true2022.03 | 82.4 | 99.6 | |
| PSCCNetFine-tuned=true2022.03 | 81.9 | 99.6 | |
| HiFi-NetPost-processing=Gau.Noi (3)2023.03 | 81.9 | — | |
| HiFi-NetPost-processing=Gau.Blur (15)2023.03 | 81 | — | |
| SPANPost-processing=JPEG Co. (50)2023.03 | 80.68 | — | |
| IML-ViTProtocol=Fine-tuned2026.04 | 80.65 | — | |
| SPANPost-processing=Resize (0.25)2023.03 | 80.32 | — | |
| Obj.Fo.Post-processing=Gau.Blur (15)2023.03 | 80.26 | — | |
| PSCCPost-processing=Gau.Blur (15)2023.03 | 79.93 | — | |
| Obj.Fo.Post-processing=Gau.Noi (3)2023.03 | 79.58 | — | |
| HiFi-NetPost-processing=Gau.Noi (15)2023.03 | 79.5 | — | |
| SPANPost-processing=Gau.Blur (15)2023.03 | 79.15 | — | |
| PSCCPost-processing=Gau.Noi (3)2023.03 | 78.42 | — | |
| Obj.Fo.Post-processing=Gau.Noi (15)2023.03 | 78.15 | — | |
| EVPProtocol=Fine-tuned2026.04 | 77.6 | — | |
| PSCCPost-processing=Gau.Noi (15)2023.03 | 76.65 | — | |
| Sparse-ViTProtocol=Fine-tuned2026.04 | 75.99 | — | |
| SPANPost-processing=Gau.Noi (3)2023.03 | 75.17 | — | |
| RGB-N2019.11 | 72.2 | — | |
| RGB-NFine-tuned=true2022.03 | 72.2 | 93.7 | |
| MPCProtocol=Fine-tuned2026.04 | 70.07 | — | |
| SPANPost-processing=Gau.Noi (15)2023.03 | 67.28 | — | |
| PSCC-NetProtocol=Fine-tuned2026.04 | 64.14 | — | |
| TruForProtocol=Fine-tuned2026.04 | 63.85 | — | |
| SPANFine-tuned=true2022.03 | 58.2 | 96.1 | |
| MFCN2019.11 | 57 | — | |
| ACBGProtocol=Fine-tuned2026.04 | 50.89 | — | |
| Relay-ViTProtocol=CAT2025.08 | 47.6 | — | |
| APSC-NetProtocol=CAT2025.08 | 43.6 | — | |
| MaskCLIP2026.04 | 43.45 | 88.84 | |
| Relay-SegProtocol=CAT2025.08 | 43 | — | |
| FASA2026.04 | 40.92 | 87.68 | |
| IML-ViT2026.04 | 39.83 | 88.28 | |
| Mesorch2026.04 | 39.21 | 88.83 | |
| MesorchProtocol=CAT2025.08 | 39.2 | — | |
| SparseViTProtocol=CAT2025.08 | 38.4 | — | |
| SparseViT2026.04 | 37.26 | 85.08 | |
| PSCC-Net2026.04 | 36.55 | 82.79 | |
| TruforProtocol=CAT2025.08 | 34.8 | — | |
| TruFor2026.04 | 33.59 | 87.82 | |
| Relay-ViTProtocol=MVSS2025.08 | 33.5 | — | |
| MVSS-Net2026.04 | 33.01 | 78.83 | |
| TruforProtocol=MVSS2025.08 | 31.1 | — | |
| Swin Transformer w. ReViProtocol=Pre-trained2026.04 | 30.74 | — | |
| SegFormer w. ReViProtocol=Pre-trained2026.04 | 28.73 | — | |
| NOI12019.11 | 28.5 | — | |
| MesorchProtocol=MVSS2025.08 | 28.3 | — | |
| Relay-SegProtocol=MVSS2025.08 | 27.3 | — | |
| IML-ViTProtocol=MVSS2025.08 | 26.9 | — | |
| CAT-NetProtocol=MVSS2025.08 | 26.7 | — | |
| NCL-IMLProtocol=MVSS2025.08 | 26 | — | |
| CAT-Net2026.04 | 25.22 | 82.16 | |
| Sparse-ViTProtocol=Pre-trained2026.04 | 24.82 | — | |
| IML-ViTProtocol=Pre-trained2026.04 | 24.76 | — | |
| MVSS-NetProtocol=MVSS2025.08 | 24.6 | — | |
| SparseViTProtocol=MVSS2025.08 | 24.5 | — | |
| TinySAM w. ReViProtocol=Pre-trained2026.04 | 24 | — | |
| EVPProtocol=Pre-trained2026.04 | 23.75 | — | |
| ELA2019.11 | 23.6 | — | |
| PSCC-NetProtocol=Pre-trained2026.04 | 21.2 | — | |
| MesorchProtocol=Pre-trained2026.04 | 21.18 | — | |
| TruForProtocol=Pre-trained2026.04 | 21.06 | — | |
| PSCC-NetProtocol=MVSS2025.08 | 20 | — | |
| MPCProtocol=Pre-trained2026.04 | 18.59 | — | |
| LDM w. ReViProtocol=Pre-trained2026.04 | 18.47 | — | |
| ObjectFormerProtocol=MVSS2025.08 | 17.3 | — | |
| ACBGProtocol=Pre-trained2026.04 | 16.49 | — | |
| Mantra-NetProtocol=MVSS2025.08 | 10.4 | — | |
| H-LSTMFine-tuned=true2022.03 | — | 79.4 | |
| J-LSTMFine-tuned=true2022.03 | — | 76.4 |