# Forgery Detection on MedForge-90K Remove Forgery (In-Domain)

Source: [Forgery Detection on MedForge-90K Remove Forgery (In-Domain)](<https://www.sota2.com/research/sota/forgery-detection-on-medforge-90k-remove-forgery-in-domain>)

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

Data updated: 2026-03-20T09:21:56.584Z

Evaluation of Forgery Detection performance on the MedForge-90K Remove Forgery (In-Domain) dataset, reporting Accuracy 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 | Forgery Detection |
| Dataset (including any stated split) | MedForge-90K Remove Forgery (In-Domain) |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/forgery-detection-on-medforge-90k-remove-forgery-in-domain.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/forgery-detection-on-medforge-90k-remove-forgery-in-domain.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MedForge-Reasoner | 99.21 | Not recorded | 69bcd4770636e5bf4afc297d |
| SIDA-13B | 93.84 | Not recorded | 69bcd4770636e5bf4afc297d |
| FakeVLM | 91.27 | Not recorded | 69bcd4770636e5bf4afc297d |
| AIGC-Holmes | 90.58 | Not recorded | 69bcd4770636e5bf4afc297d |
| SIDA-7B | 82.31 | Not recorded | 69bcd4770636e5bf4afc297d |
| Gemini3-Pro | 65.05 | Not recorded | 69bcd4770636e5bf4afc297d |
| Gemini3-Flash | 57.14 | Not recorded | 69bcd4770636e5bf4afc297d |
| Qwen3VL-Plus | 55.8 | Not recorded | 69bcd4770636e5bf4afc297d |
| Qwen3VL-Flash | 54.17 | Not recorded | 69bcd4770636e5bf4afc297d |

### MedForge-Reasoner

Accuracy: 99.21. Result ID: 69bd11a247f34ce924a763b3.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4770636e5bf4afc297d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4770636e5bf4afc297d.md>)

Recorded evaluation configuration: {"Category":"Generic MLLMs"}. This record does not assert independent reproduction.

### SIDA-13B

Accuracy: 93.84. Result ID: 69bd11a247f34ce924a763ac.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4770636e5bf4afc297d.md>)

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

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

Recorded evaluation configuration: {"Category":"Specialized Detectors"}. This record does not assert independent reproduction.

### FakeVLM

Accuracy: 91.27. Result ID: 69bd11a247f34ce924a763ad.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4770636e5bf4afc297d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c301e209131cea8ce96.md>)

Recorded evaluation configuration: {"Category":"Specialized Detectors"}. This record does not assert independent reproduction.

### AIGC-Holmes

Accuracy: 90.58. Result ID: 69bd11a247f34ce924a763ae.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4770636e5bf4afc297d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79db1e209131cea7fc5a.md>)

Recorded evaluation configuration: {"Category":"Specialized Detectors"}. This record does not assert independent reproduction.

### SIDA-7B

Accuracy: 82.31. Result ID: 69bd11a247f34ce924a763ab.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4770636e5bf4afc297d.md>)

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

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

Recorded evaluation configuration: {"Category":"Specialized Detectors"}. This record does not assert independent reproduction.

### Gemini3-Pro

Accuracy: 65.05. Result ID: 69bd11a247f34ce924a763b2.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4770636e5bf4afc297d.md>)

Recorded evaluation configuration: {"Category":"Generic MLLMs"}. This record does not assert independent reproduction.

### Gemini3-Flash

Accuracy: 57.14. Result ID: 69bd11a247f34ce924a763b1.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4770636e5bf4afc297d.md>)

Recorded evaluation configuration: {"Category":"Generic MLLMs"}. This record does not assert independent reproduction.

### Qwen3VL-Plus

Accuracy: 55.8. Result ID: 69bd11a247f34ce924a763b0.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4770636e5bf4afc297d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Category":"Generic MLLMs"}. This record does not assert independent reproduction.

### Qwen3VL-Flash

Accuracy: 54.17. Result ID: 69bd11a247f34ce924a763af.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4770636e5bf4afc297d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Category":"Generic MLLMs"}. This record does not assert independent reproduction.

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