# Pixel-level Image Forgery Localization on CoCoGLIDE (OOD)

Source: [Pixel-level Image Forgery Localization on CoCoGLIDE (OOD)](<https://www.sota2.com/research/sota/pixel-level-image-forgery-localization-on-cocoglide-ood>)

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

Data updated: 2026-06-02T12:58:07.296Z

Evaluation of Pixel-level Image Forgery Localization performance on the Out-of-Distribution (OOD) split of the CoCoGLIDE dataset, reporting IoU and F1 scores.

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 | Pixel-level image forgery localization |
| Dataset (including any stated split) | CoCoGLIDE (OOD) |
| Metric | IoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [IoU](<https://www.sota2.com/research/sota/pixel-level-image-forgery-localization-on-cocoglide-ood.md?metric=IoU>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | IoU | Result date | Report paper |
| --- | --- | --- | --- |
| FLAME-F† | 48.1 | Not recorded | 6a1e641adbd7150506f85710 |
| FLAME | 46.9 | Not recorded | 6a1e641adbd7150506f85710 |
| SAFIRE | 39.4 | Not recorded | 6a1e641adbd7150506f85710 |
| Mesorch | 38.2 | Not recorded | 6a1e641adbd7150506f85710 |
| SIDA | 37.5 | Not recorded | 6a1e641adbd7150506f85710 |
| TruFor | 37.1 | Not recorded | 6a1e641adbd7150506f85710 |
| SparseViT | 32.5 | Not recorded | 6a1e641adbd7150506f85710 |
| AdaIFL | 20.9 | Not recorded | 6a1e641adbd7150506f85710 |
| FakeShield | 13.8 | Not recorded | 6a1e641adbd7150506f85710 |

### FLAME-F†

IoU: 48.1. Result ID: 6a1ed348fbc373592c1ab526.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e641adbd7150506f85710.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e641adbd7150506f85710.md>)

Recorded evaluation configuration: {"Model Version":"Fine-tuned via EditStream"}. This record does not assert independent reproduction.

### FLAME

IoU: 46.9. Result ID: 6a1ed348fbc373592c1ab525.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e641adbd7150506f85710.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e641adbd7150506f85710.md>)

Recorded evaluation configuration: {"Model Version":"Base model"}. This record does not assert independent reproduction.

### SAFIRE

IoU: 39.4. Result ID: 6a1ed348fbc373592c1ab51e.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e641adbd7150506f85710.md>)

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

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

### Mesorch

IoU: 38.2. Result ID: 6a1ed348fbc373592c1ab51f.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e641adbd7150506f85710.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.

### SIDA

IoU: 37.5. Result ID: 6a1ed348fbc373592c1ab522.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e641adbd7150506f85710.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.

### TruFor

IoU: 37.1. Result ID: 6a1ed348fbc373592c1ab520.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e641adbd7150506f85710.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7f1e209131cea45fb0.md>)

[Implementation](<https://grip-unina.github.io/TruFor/>)

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

### SparseViT

IoU: 32.5. Result ID: 6a1ed348fbc373592c1ab524.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e641adbd7150506f85710.md>)

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

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

### AdaIFL

IoU: 20.9. Result ID: 6a1ed348fbc373592c1ab521.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e641adbd7150506f85710.md>)

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

### FakeShield

IoU: 13.8. Result ID: 6a1ed348fbc373592c1ab523.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e641adbd7150506f85710.md>)

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

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

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