# Authenticity detection on OmniFake 1.0 (Part II)

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

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

Data updated: 2026-07-01T08:42:16.176Z

Evaluation of authenticity detection performance on the OmniFake 1.0 (Part II) dataset, reporting F-Acc, R-Acc, Accuracy, and AP 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 | Authenticity detection |
| Dataset (including any stated split) | OmniFake 1.0 (Part II) |
| 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-ii.md?metric=F-Acc>): Higher is better; unit: PERCENT.

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

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

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

## Recorded results

| Method | F-Acc | Result date | Report paper |
| --- | --- | --- | --- |
| OmniDFA | 96.36 | Not recorded | 68fa7bc81e209131cea8a6f9 |
| FSD | 83.33 | Not recorded | 68fa7bc81e209131cea8a6f9 |
| AIDE | 83.2 | Not recorded | 68fa7bc81e209131cea8a6f9 |
| ComFor | 80.78 | Not recorded | 68fa7bc81e209131cea8a6f9 |
| NPR | 75.99 | Not recorded | 68fa7bc81e209131cea8a6f9 |
| SAFE | 73.73 | Not recorded | 68fa7bc81e209131cea8a6f9 |
| UnivFD | 24.08 | Not recorded | 68fa7bc81e209131cea8a6f9 |

### OmniDFA

F-Acc: 96.36. Result ID: 6a44d2e673d097d845bfa469.

[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: 83.33. Result ID: 6a44d2e673d097d845bfa468.

[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: 83.2. Result ID: 6a44d2e673d097d845bfa465.

[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.

### ComFor

F-Acc: 80.78. Result ID: 6a44d2e673d097d845bfa467.

[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: 75.99. Result ID: 6a44d2e673d097d845bfa464.

[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.

### SAFE

F-Acc: 73.73. Result ID: 6a44d2e673d097d845bfa466.

[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.

### UnivFD

F-Acc: 24.08. Result ID: 6a44d2e673d097d845bfa463.

[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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