# Authenticity detection on OmniFake 1.0 (Part I)

Source: [Authenticity detection on OmniFake 1.0 (Part I)](<https://www.sota2.com/research/sota/authenticity-detection-on-omnifake-1-0-part-i>)

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

Data updated: 2026-07-01T08:42:16.157Z

Evaluation of authenticity detection performance on the OmniFake 1.0 (Part I) dataset split.

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 | Authenticity detection |
| Dataset (including any stated split) | OmniFake 1.0 (Part I) |
| Metric | F-Acc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [F-Acc](<https://www.sota2.com/research/sota/authenticity-detection-on-omnifake-1-0-part-i.md?metric=F-Acc>): Higher is better; unit: PERCENT.

- [R-Acc](<https://www.sota2.com/research/sota/authenticity-detection-on-omnifake-1-0-part-i.md?metric=R-Acc>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/authenticity-detection-on-omnifake-1-0-part-i.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [AP](<https://www.sota2.com/research/sota/authenticity-detection-on-omnifake-1-0-part-i.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F-Acc | Result date | Report paper |
| --- | --- | --- | --- |
| OmniDFA | 97.43 | Not recorded | 68fa7bc81e209131cea8a6f9 |
| FSD | 90.66 | Not recorded | 68fa7bc81e209131cea8a6f9 |
| AIDE | 77.51 | Not recorded | 68fa7bc81e209131cea8a6f9 |
| SAFE | 76.93 | Not recorded | 68fa7bc81e209131cea8a6f9 |
| ComFor | 75.58 | Not recorded | 68fa7bc81e209131cea8a6f9 |
| NPR | 74.13 | Not recorded | 68fa7bc81e209131cea8a6f9 |
| UnivFD | 7.39 | Not recorded | 68fa7bc81e209131cea8a6f9 |

### OmniDFA

F-Acc: 97.43. Result ID: 6a44d2e673d097d845bfa462.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a6f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a6f9.md>)

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### FSD

F-Acc: 90.66. Result ID: 6a44d2e673d097d845bfa461.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a6f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa794f1e209131cea7d09d.md>)

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### AIDE

F-Acc: 77.51. Result ID: 6a44d2e673d097d845bfa45e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a6f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77061e209131cea708f9.md>)

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### SAFE

F-Acc: 76.93. Result ID: 6a44d2e673d097d845bfa45f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a6f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d569.md>)

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### ComFor

F-Acc: 75.58. Result ID: 6a44d2e673d097d845bfa460.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a6f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb9e.md>)

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### NPR

F-Acc: 74.13. Result ID: 6a44d2e673d097d845bfa45d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a6f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71821e209131cea51af9.md>)

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### UnivFD

F-Acc: 7.39. Result ID: 6a44d2e673d097d845bfa45c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a6f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b11e209131cea57ee9.md>)

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

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