Image Manipulation Localization
The task of segmenting parts of images or image parts that have been tampered with or manipulated (sometimes also referred to as doctored). This typically encompasses image splicing, copy-move, or image inpainting.
Papers
No papers found.
All datasetsCasia V1+CocoGlideColumbiaCOVERAGEDSO-1CASIAv1(Protoclo-CAT)Columbia(Protocol-CAT)COVERAGE(Protocol-CAT)NIST16(Protocol-CAT)
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CMX (RGB+SRM) | Average Pixel F1(Fixed threshold) | 0.79 | — | Unverified |
| 2 | Early Fusion | Average Pixel F1(Fixed threshold) | 0.78 | — | Unverified |
| 3 | Late Fusion | Average Pixel F1(Fixed threshold) | 0.78 | — | Unverified |
| 4 | CMX (RGB+Bayar) | Average Pixel F1(Fixed threshold) | 0.77 | — | Unverified |
| 5 | CMX (RGB+NP++) | Average Pixel F1(Fixed threshold) | 0.76 | — | Unverified |
| 6 | CAT-Net v2 | Average Pixel F1(Fixed threshold) | 0.75 | — | Unverified |
| 7 | TruFor | Average Pixel F1(Fixed threshold) | 0.74 | — | Unverified |
| 8 | MVSS-Net | Average Pixel F1(Fixed threshold) | 0.53 | — | Unverified |
| 9 | CR-CNN | Average Pixel F1(Fixed threshold) | 0.48 | — | Unverified |
| 10 | ManTraNet | Average Pixel F1(Fixed threshold) | 0.18 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CMX (RGB+SRM) | Average Pixel F1(Fixed threshold) | 0.59 | — | Unverified |
| 2 | Late Fusion | Average Pixel F1(Fixed threshold) | 0.57 | — | Unverified |
| 3 | CMX (RGB+Bayar) | Average Pixel F1(Fixed threshold) | 0.57 | — | Unverified |
| 4 | Early Fusion | Average Pixel F1(Fixed threshold) | 0.55 | — | Unverified |
| 5 | TruFor | Average Pixel F1(Fixed threshold) | 0.52 | — | Unverified |
| 6 | ManTraNet | Average Pixel F1(Fixed threshold) | 0.52 | — | Unverified |
| 7 | CMX (RGB+NP++) | Average Pixel F1(Fixed threshold) | 0.52 | — | Unverified |
| 8 | MVSS-Net | Average Pixel F1(Fixed threshold) | 0.49 | — | Unverified |
| 9 | CR-CNN | Average Pixel F1(Fixed threshold) | 0.45 | — | Unverified |
| 10 | CAT-Net v2 | Average Pixel F1(Fixed threshold) | 0.43 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Early Fusion | Average Pixel F1(Fixed threshold) | 0.89 | — | Unverified |
| 2 | CMX (RGB+NP++) | Average Pixel F1(Fixed threshold) | 0.88 | — | Unverified |
| 3 | CMX (RGB+Bayar) | Average Pixel F1(Fixed threshold) | 0.87 | — | Unverified |
| 4 | Late Fusion | Average Pixel F1(Fixed threshold) | 0.86 | — | Unverified |
| 5 | CAT-Net v2 | Average Pixel F1(Fixed threshold) | 0.86 | — | Unverified |
| 6 | TruFor | Average Pixel F1(Fixed threshold) | 0.86 | — | Unverified |
| 7 | CMX (RGB+SRM) | Average Pixel F1(Fixed threshold) | 0.83 | — | Unverified |
| 8 | SPAN | Average Pixel F1(Fixed threshold) | 0.76 | — | Unverified |
| 9 | MVSS-Net | Average Pixel F1(Fixed threshold) | 0.73 | — | Unverified |
| 10 | CR-CNN | Average Pixel F1(Fixed threshold) | 0.63 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Early Fusion | Average Pixel F1(Fixed threshold) | 0.66 | — | Unverified |
| 2 | Late Fusion | Average Pixel F1(Fixed threshold) | 0.64 | — | Unverified |
| 3 | CMX (RGB+SRM) | Average Pixel F1(Fixed threshold) | 0.63 | — | Unverified |
| 4 | TruFor | Average Pixel F1(Fixed threshold) | 0.6 | — | Unverified |
| 5 | CMX (RGB+Bayar) | Average Pixel F1(Fixed threshold) | 0.59 | — | Unverified |
| 6 | CMX (RGB+NP++) | Average Pixel F1(Fixed threshold) | 0.58 | — | Unverified |
| 7 | MVSS-Net | Average Pixel F1(Fixed threshold) | 0.51 | — | Unverified |
| 8 | CR-CNN | Average Pixel F1(Fixed threshold) | 0.39 | — | Unverified |
| 9 | CAT-Net v2 | Average Pixel F1(Fixed threshold) | 0.38 | — | Unverified |
| 10 | ManTraNet | Average Pixel F1(Fixed threshold) | 0.32 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | TruFor | Average Pixel F1(Fixed threshold) | 0.93 | — | Unverified |
| 2 | Late Fusion | Average Pixel F1(Fixed threshold) | 0.9 | — | Unverified |
| 3 | CMX (RGB+NP++) | Average Pixel F1(Fixed threshold) | 0.9 | — | Unverified |
| 4 | Early Fusion | Average Pixel F1(Fixed threshold) | 0.87 | — | Unverified |
| 5 | CMX (RGB+SRM) | Average Pixel F1(Fixed threshold) | 0.79 | — | Unverified |
| 6 | CMX (RGB+Bayar) | Average Pixel F1(Fixed threshold) | 0.78 | — | Unverified |
| 7 | CAT-Net v2 | Average Pixel F1(Fixed threshold) | 0.58 | — | Unverified |
| 8 | ManTraNet | Average Pixel F1(Fixed threshold) | 0.41 | — | Unverified |
| 9 | MVSS-Net | Average Pixel F1(Fixed threshold) | 0.36 | — | Unverified |
| 10 | CR-CNN | Average Pixel F1(Fixed threshold) | 0.29 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Mesorch | Pixel Binary F1 | 0.84 | — | Unverified |
| 2 | Trufor | Pixel Binary F1 | 0.82 | — | Unverified |
| 3 | CAT-Net | Pixel Binary F1 | 0.81 | — | Unverified |
| 4 | IML-ViT | Pixel Binary F1 | 0.8 | — | Unverified |
| 5 | MVSS-Net | Pixel Binary F1 | 0.6 | — | Unverified |
| 6 | PSCC-Net | Pixel Binary F1 | 0.59 | — | Unverified |
| 7 | ObjectFormer | Pixel Binary F1 | 0.53 | — | Unverified |
| 8 | Mantra-Net | Pixel Binary F1 | 0.33 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | IML-ViT | Pixel Binary F1 | 0.95 | — | Unverified |
| 2 | Mesorch | Pixel Binary F1 | 0.92 | — | Unverified |
| 3 | CAT-Net | Pixel Binary F1 | 0.92 | — | Unverified |
| 4 | Trufor | Pixel Binary F1 | 0.89 | — | Unverified |
| 5 | PSCC-Net | Pixel Binary F1 | 0.86 | — | Unverified |
| 6 | MVSS-Net | Pixel Binary F1 | 0.74 | — | Unverified |
| 7 | ObjectFormer | Pixel Binary F1 | 0.73 | — | Unverified |
| 8 | Mantra-Net | Pixel Binary F1 | 0.46 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | IML-ViT | Pixel Binary F1 | 0.65 | — | Unverified |
| 2 | Mesorch | Pixel Binary F1 | 0.59 | — | Unverified |
| 3 | MVSS-Net | Pixel Binary F1 | 0.5 | — | Unverified |
| 4 | Trufor | Pixel Binary F1 | 0.46 | — | Unverified |
| 5 | CAT-Net | Pixel Binary F1 | 0.43 | — | Unverified |
| 6 | PSCC | Pixel Binary F1 | 0.38 | — | Unverified |
| 7 | ObjectFormer | Pixel Binary F1 | 0.26 | — | Unverified |
| 8 | Mantra-Net | Pixel Binary F1 | 0.2 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | IML-ViT | Pixel Binary F1 | 0.5 | — | Unverified |
| 2 | Mesorch | Pixel Binary F1 | 0.39 | — | Unverified |
| 3 | PSCC-Net | Pixel Binary F1 | 0.37 | — | Unverified |
| 4 | MVSS-Net | Pixel Binary F1 | 0.35 | — | Unverified |
| 5 | Trufor | Pixel Binary F1 | 0.35 | — | Unverified |
| 6 | ObjectFormer | Pixel Binary F1 | 0.25 | — | Unverified |
| 7 | CAT-Net | Pixel Binary F1 | 0.25 | — | Unverified |
| 8 | Mantra-Net | Pixel Binary F1 | 0.19 | — | Unverified |