# Image Forgery Localization on In the Wild Unseen Domain

Source: [Image Forgery Localization on In the Wild Unseen Domain](<https://www.sota2.com/research/sota/image-forgery-localization-on-in-the-wild-unseen-domain>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-23T08:10:37.871Z

Evaluation of Image Forgery Localization performance on the In the Wild Unseen Domain dataset, measured using mIoU.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Image Forgery Localization |
| Dataset (including any stated split) | In the Wild Unseen Domain |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [mIoU](<https://www.sota2.com/research/sota/image-forgery-localization-on-in-the-wild-unseen-domain.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| SAFIRE | 51 | Not recorded | 6a3a12db206542251d7c6d98 |
| SARIF | 48.6 | Not recorded | 6a3a12db206542251d7c6d98 |
| M2SFormer | 27.4 | Not recorded | 6a3a12db206542251d7c6d98 |
| AutoSAM | 25.6 | Not recorded | 6a3a12db206542251d7c6d98 |
| IMDPromter | 23.4 | Not recorded | 6a3a12db206542251d7c6d98 |
| PIMNet | 22.9 | Not recorded | 6a3a12db206542251d7c6d98 |
| TransForensic | 22.4 | Not recorded | 6a3a12db206542251d7c6d98 |
| SAM | 20.3 | Not recorded | 6a3a12db206542251d7c6d98 |
| EITLNet | 19 | Not recorded | 6a3a12db206542251d7c6d98 |
| MVSSNet | 18.3 | Not recorded | 6a3a12db206542251d7c6d98 |
| FBINet | 17.8 | Not recorded | 6a3a12db206542251d7c6d98 |
| UNet | 11.9 | Not recorded | 6a3a12db206542251d7c6d98 |
| RRUNet | 11.7 | Not recorded | 6a3a12db206542251d7c6d98 |
| MantraNet | 10.6 | Not recorded | 6a3a12db206542251d7c6d98 |
| MT-SENet | 6.5 | Not recorded | 6a3a12db206542251d7c6d98 |

### SAFIRE

mIoU: 51. Result ID: 6a3a3f72fbc373592c34841e.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12db206542251d7c6d98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76201e209131cea6b5cc.md>)

Recorded evaluation configuration: {"Type":"SAM","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction.

### SARIF

mIoU: 48.6. Result ID: 6a3a3f72fbc373592c34841f.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12db206542251d7c6d98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a12db206542251d7c6d98.md>)

Recorded evaluation configuration: {"Type":"SAM","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction.

### M2SFormer

mIoU: 27.4. Result ID: 6a3a3f72fbc373592c34841a.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12db206542251d7c6d98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a31e209131cea7e980.md>)

Recorded evaluation configuration: {"Type":"Trans.","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction.

### AutoSAM

mIoU: 25.6. Result ID: 6a3a3f72fbc373592c34841c.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12db206542251d7c6d98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fc01e209131cea473b6.md>)

Recorded evaluation configuration: {"Type":"SAM","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction.

### IMDPromter

mIoU: 23.4. Result ID: 6a3a3f72fbc373592c34841d.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12db206542251d7c6d98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa785b1e209131cea77f38.md>)

Recorded evaluation configuration: {"Type":"SAM","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction.

### PIMNet

mIoU: 22.9. Result ID: 6a3a3f72fbc373592c348418.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12db206542251d7c6d98.md>)

Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction.

### TransForensic

mIoU: 22.4. Result ID: 6a3a3f72fbc373592c348414.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12db206542251d7c6d98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7a1e209131cea28704.md>)

Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction.

### SAM

mIoU: 20.3. Result ID: 6a3a3f72fbc373592c34841b.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12db206542251d7c6d98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea437f2.md>)

[Implementation](<https://segment-anything.com/>)

Recorded evaluation configuration: {"Type":"SAM","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction.

### EITLNet

mIoU: 19. Result ID: 6a3a3f72fbc373592c348419.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12db206542251d7c6d98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa709c1e209131cea4c3c5.md>)

Recorded evaluation configuration: {"Type":"Trans.","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction.

### MVSSNet

mIoU: 18.3. Result ID: 6a3a3f72fbc373592c348417.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12db206542251d7c6d98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cba1e209131cea35a37.md>)

[Implementation](<https://github.com/dong03/MVSS-Net>)

Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction.

### FBINet

mIoU: 17.8. Result ID: 6a3a3f72fbc373592c348415.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12db206542251d7c6d98.md>)

Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction.

### UNet

mIoU: 11.9. Result ID: 6a3a3f72fbc373592c348411.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12db206542251d7c6d98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction.

### RRUNet

mIoU: 11.7. Result ID: 6a3a3f72fbc373592c348413.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12db206542251d7c6d98.md>)

Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction.

### MantraNet

mIoU: 10.6. Result ID: 6a3a3f72fbc373592c348412.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12db206542251d7c6d98.md>)

Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction.

### MT-SENet

mIoU: 6.5. Result ID: 6a3a3f72fbc373592c348416.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12db206542251d7c6d98.md>)

Recorded evaluation configuration: {"Type":"Convolution","Training Scheme":"CASIAv2 \[65\]"}. This record does not assert independent reproduction.

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