# AI-generated video detection on AIGVDBench LOGO OOD 2025-era

Source: [AI-generated video detection on AIGVDBench LOGO OOD 2025-era](<https://www.sota2.com/research/sota/ai-generated-video-detection-on-aigvdbench-logo-ood-2025-era>)

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

Data updated: 2026-07-01T07:08:59.245Z

Evaluation of model performance for detecting AI-generated videos using the specific 2025-era version of the AIGVDBench LOGO OOD dataset, reporting AUC.

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 | AI-generated video detection |
| Dataset (including any stated split) | AIGVDBench LOGO OOD 2025-era |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [AUC](<https://www.sota2.com/research/sota/ai-generated-video-detection-on-aigvdbench-logo-ood-2025-era.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| MV ⊕ ReStraV score blend | 69.4 | Not recorded | 6a449f02e0224bd4f4992fa4 |
| TemporalSpec+aug | 68.7 | Not recorded | 6a449f02e0224bd4f4992fa4 |
| ReStraV | 67.8 | Not recorded | 6a449f02e0224bd4f4992fa4 |
| TemporalSpec | 60.2 | Not recorded | 6a449f02e0224bd4f4992fa4 |

### MV ⊕ ReStraV score blend

AUC: 69.4. Result ID: 6a44bd0973d097d845be11c5.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f02e0224bd4f4992fa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c411e209131cea8d2f2.md>)

Recorded evaluation configuration: {"Alpha":"0.50"}. This record does not assert independent reproduction.

### TemporalSpec+aug

AUC: 68.7. Result ID: 6a44bd0973d097d845be11c3.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f02e0224bd4f4992fa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449f02e0224bd4f4992fa4.md>)

Recorded evaluation configuration: {"Feature Dimensions":"13-d","K":"8","Generators":"7 gens"}. This record does not assert independent reproduction.

### ReStraV

AUC: 67.8. Result ID: 6a44bd0973d097d845be11c4.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f02e0224bd4f4992fa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c411e209131cea8d2f2.md>)

Recorded evaluation configuration: {"Feature Dimensions":"21-d","Classifier":"matched L2-LR"}. This record does not assert independent reproduction.

### TemporalSpec

AUC: 60.2. Result ID: 6a44bd0973d097d845be11c2.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f02e0224bd4f4992fa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449f02e0224bd4f4992fa4.md>)

Recorded evaluation configuration: {"Feature Dimensions":"13-d","Classifier":"L2-LR","K":"12"}. This record does not assert independent reproduction.

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