# AI-Generated Video Detection on GenVideo Craft

Source: [AI-Generated Video Detection on GenVideo Craft](<https://www.sota2.com/research/sota/ai-generated-video-detection-on-genvideo-craft>)

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

Data updated: 2026-05-19T09:31:56.846Z

Evaluation of model performance for detecting AI-generated videos using the GenVideo Craft dataset, reporting standard classification metrics including Recall, Accuracy, F1 Score, and AUROC.

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 | Generated Video Detection |
| Dataset (including any stated split) | GenVideo Craft |
| Metric | Recall |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Recall](<https://www.sota2.com/research/sota/ai-generated-video-detection-on-genvideo-craft.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/ai-generated-video-detection-on-genvideo-craft.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/ai-generated-video-detection-on-genvideo-craft.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [AUROC](<https://www.sota2.com/research/sota/ai-generated-video-detection-on-genvideo-craft.md?metric=AUROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall | Result date | Report paper |
| --- | --- | --- | --- |
| NSG-VD | 98.33 | Not recorded | 6a0beec1dbc836b87d82c63f |
| CAM-VFD | 93.2 | Not recorded | 6a0beec1dbc836b87d82c63f |
| DeMamba | 88.4 | Not recorded | 6a0beec1dbc836b87d82c63f |
| TALL | 81.8 | Not recorded | 6a0beec1dbc836b87d82c63f |
| NPR | 80.6 | Not recorded | 6a0beec1dbc836b87d82c63f |
| STIL | 13.2 | Not recorded | 6a0beec1dbc836b87d82c63f |

### NSG-VD

Recall: 98.33. Result ID: 6a0c2d9ffbc373592c0296ae.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c071e209131cea8bf61.md>)

Recorded evaluation configuration: {"Training":"10K Kinetics-400 + 10K Pika"}. This record does not assert independent reproduction.

### CAM-VFD

Recall: 93.2. Result ID: 6a0c2d9ffbc373592c0296af.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.md>)

Recorded evaluation configuration: {"Training":"10K Kinetics-400 + 10K Pika"}. This record does not assert independent reproduction.

### DeMamba

Recall: 88.4. Result ID: 6a0c2d9ffbc373592c0296aa.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74901e209131cea62842.md>)

Recorded evaluation configuration: {"Training":"10K Kinetics-400 + 10K Pika"}. This record does not assert independent reproduction.

### TALL

Recall: 81.8. Result ID: 6a0c2d9ffbc373592c0296ac.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72381e209131cea55071.md>)

Recorded evaluation configuration: {"Training":"10K Kinetics-400 + 10K Pika"}. This record does not assert independent reproduction.

### NPR

Recall: 80.6. Result ID: 6a0c2d9ffbc373592c0296ab.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.md>)

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

Recorded evaluation configuration: {"Training":"10K Kinetics-400 + 10K Pika"}. This record does not assert independent reproduction.

### STIL

Recall: 13.2. Result ID: 6a0c2d9ffbc373592c0296ad.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa777d1e209131cea738a5.md>)

[Implementation](<https://github.com/siyi-wind/STiL>)

Recorded evaluation configuration: {"Training":"10K Kinetics-400 + 10K Pika"}. This record does not assert independent reproduction.

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