# Image Forgery Detection on AutoSplice

Source: [Image Forgery Detection on AutoSplice](<https://www.sota2.com/research/sota/image-forgery-detection-on-autosplice>)

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

Data updated: 2026-06-11T09:42:42.838Z

Evaluation of Image Forgery Detection performance on the AutoSplice dataset, reporting Accuracy (ACC) and F1 score.

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 Detection |
| Dataset (including any stated split) | AutoSplice |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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-detection-on-autosplice.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/image-forgery-detection-on-autosplice.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| ForgeryGPT | 76 | Not recorded | 68fa767c1e209131cea6d58b |
| MVSS-Net | 71.1 | Not recorded | 68fa767c1e209131cea6d58b |
| HiFi-Net++ | 70.8 | Not recorded | 68fa767c1e209131cea6d58b |
| DiffForensics | 67.9 | Not recorded | 68fa767c1e209131cea6d58b |
| FAKESHIELD | 65.9 | Not recorded | 68fa767c1e209131cea6d58b |
| PSCCNet | 64.2 | Not recorded | 68fa767c1e209131cea6d58b |
| H-LSTM | 61.3 | Not recorded | 68fa767c1e209131cea6d58b |
| HiFi-Net | 60.6 | Not recorded | 68fa767c1e209131cea6d58b |
| ManTra-Net | 60.1 | Not recorded | 68fa767c1e209131cea6d58b |
| SIDA | 60.1 | Not recorded | 68fa767c1e209131cea6d58b |
| CAT-Net | 59 | Not recorded | 68fa767c1e209131cea6d58b |
| GSR-Net | 50.9 | Not recorded | 68fa767c1e209131cea6d58b |
| SATL-Net | 39.2 | Not recorded | 68fa767c1e209131cea6d58b |
| SparseViT | 38.6 | Not recorded | 68fa7bce1e209131cea8a8fa |
| Relay-Seg | 37.9 | Not recorded | 68fa7bce1e209131cea8a8fa |
| Relay-ViT | 28.9 | Not recorded | 68fa7bce1e209131cea8a8fa |
| IML-ViT | 22.1 | Not recorded | 68fa7bce1e209131cea8a8fa |
| Mesorch | 21.6 | Not recorded | 68fa7bce1e209131cea8a8fa |

### ForgeryGPT

F1 Score: 76. Result ID: 69d3596547f34ce924baa35a.

[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.

### MVSS-Net

F1 Score: 71.1. Result ID: 69d3596547f34ce924baa351.

[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: Not recorded. This record does not assert independent reproduction.

### HiFi-Net++

F1 Score: 70.8. Result ID: 69d3596547f34ce924baa356.

[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: 67.9. Result ID: 69d3596547f34ce924baa357.

[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: 65.9. Result ID: 69d3596547f34ce924baa358.

[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: 64.2. Result ID: 69d3596547f34ce924baa354.

[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.

### H-LSTM

F1 Score: 61.3. Result ID: 69d3596547f34ce924baa34e.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f91e209131cea0d9a6.md>)

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

### HiFi-Net

F1 Score: 60.6. Result ID: 69d3596547f34ce924baa355.

[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.

### ManTra-Net

F1 Score: 60.1. Result ID: 69d3596547f34ce924baa34f.

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

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

### SIDA

F1 Score: 60.1. Result ID: 69d3596547f34ce924baa359.

[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.

### CAT-Net

F1 Score: 59. Result ID: 69d3596547f34ce924baa352.

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

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

### GSR-Net

F1 Score: 50.9. Result ID: 69d3596547f34ce924baa350.

[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.

### SATL-Net

F1 Score: 39.2. Result ID: 69d3596547f34ce924baa353.

[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.

### SparseViT

F1 Score: 38.6. Result ID: 6a2a830afbc373592c280ee6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bce1e209131cea8a8fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa765b1e209131cea6c95b.md>)

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

### Relay-Seg

F1 Score: 37.9. Result ID: 6a2a830afbc373592c280ee9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bce1e209131cea8a8fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bce1e209131cea8a8fa.md>)

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

### Relay-ViT

F1 Score: 28.9. Result ID: 6a2a830afbc373592c280ee8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bce1e209131cea8a8fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bce1e209131cea8a8fa.md>)

Recorded evaluation configuration: {"Backbone":"Vision Transformer"}. This record does not assert independent reproduction.

### IML-ViT

F1 Score: 22.1. Result ID: 6a2a830afbc373592c280ee5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bce1e209131cea8a8fa.md>)

Recorded evaluation configuration: {"Backbone":"Vision Transformer"}. This record does not assert independent reproduction.

### Mesorch

F1 Score: 21.6. Result ID: 6a2a830afbc373592c280ee7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bce1e209131cea8a8fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76511e209131cea6c606.md>)

[Implementation](<https://github.com/scu-zjz/Mesorch>)

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

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