# Image Forgery Localization on CASIA 1.0+

Source: [Image Forgery Localization on CASIA 1.0+](<https://www.sota2.com/research/sota/image-forgery-localization-on-casia-1-0-plus>)

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

Data updated: 2026-04-06T07:04:56.391Z

Evaluation of Image Forgery Localization performance on the CASIA 1.0+ dataset, reporting F1 scores and AUC.

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) | CASIA 1.0+ |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/image-forgery-localization-on-casia-1-0-plus.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/image-forgery-localization-on-casia-1-0-plus.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| ForgeryGPT | 56.9 | Not recorded | 68fa767c1e209131cea6d58b |
| HiFi-Net++ | 54.3 | Not recorded | 68fa767c1e209131cea6d58b |
| DiffForensics | 51.7 | Not recorded | 68fa767c1e209131cea6d58b |
| MVSS-Net | 45.1 | Not recorded | 68fa767c1e209131cea6d58b |
| CAT-Net | 39.4 | Not recorded | 68fa767c1e209131cea6d58b |
| FAKESHIELD | 38.7 | Not recorded | 68fa767c1e209131cea6d58b |
| PSCCNet | 35.5 | Not recorded | 68fa767c1e209131cea6d58b |
| SIDA | 29.8 | Not recorded | 68fa767c1e209131cea6d58b |
| GSR-Net | 24.4 | Not recorded | 68fa767c1e209131cea6d58b |
| ManTraNet | 13.6 | Not recorded | 68fa767c1e209131cea6d58b |
| HP-FCN | 13.2 | Not recorded | 68fa767c1e209131cea6d58b |
| HiFi-Net | 9.2 | Not recorded | 68fa767c1e209131cea6d58b |
| SPAN | 8.8 | Not recorded | 68fa767c1e209131cea6d58b |
| SATL-Net | 6.4 | Not recorded | 68fa767c1e209131cea6d58b |

### ForgeryGPT

F1 Score: 56.9. Result ID: 69d3596547f34ce924baa368.

[Reporting paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d58b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d58b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HiFi-Net++

F1 Score: 54.3. Result ID: 69d3596547f34ce924baa364.

[Reporting paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d58b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75731e209131cea67fee.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DiffForensics

F1 Score: 51.7. Result ID: 69d3596547f34ce924baa365.

[Reporting paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d58b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MVSS-Net

F1 Score: 45.1. Result ID: 69d3596547f34ce924baa35f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d58b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a751e209131cea28443.md>)

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

Recorded evaluation configuration: {"uses pre-training model":"true"}. This record does not assert independent reproduction.

### CAT-Net

F1 Score: 39.4. Result ID: 69d3596547f34ce924baa360.

[Reporting paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d58b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FAKESHIELD

F1 Score: 38.7. Result ID: 69d3596547f34ce924baa366.

[Reporting paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d58b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77ea1e209131cea75f70.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PSCCNet

F1 Score: 35.5. Result ID: 69d3596547f34ce924baa362.

[Reporting paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d58b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d391e209131cea3890a.md>)

[Implementation](<https://github.com/proteus1991/PSCC-Net>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SIDA

F1 Score: 29.8. Result ID: 69d3596547f34ce924baa367.

[Reporting paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d58b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a11e209131cea7e8bc.md>)

[Implementation](<https://hzlsaber.github.io/projects/SIDA/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GSR-Net

F1 Score: 24.4. Result ID: 69d3596547f34ce924baa35d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d58b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b41e209131cea11fa8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ManTraNet

F1 Score: 13.6. Result ID: 69d3596547f34ce924baa35b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d58b.md>)

Recorded evaluation configuration: {"uses pre-training model":"true"}. This record does not assert independent reproduction.

### HP-FCN

F1 Score: 13.2. Result ID: 69d3596547f34ce924baa35c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d58b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HiFi-Net

F1 Score: 9.2. Result ID: 69d3596547f34ce924baa363.

[Reporting paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d58b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee51e209131cea42b37.md>)

[Implementation](<https://github.com/CHELSEA234/HiFi-IFDL>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SPAN

F1 Score: 8.8. Result ID: 69d3596547f34ce924baa35e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d58b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa691a1e209131cea2041f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SATL-Net

F1 Score: 6.4. Result ID: 69d3596547f34ce924baa361.

[Reporting paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d58b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd21e209131cea304f1.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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