# Generated Video Detection on GenVideo Hot-Shot

Source: [Generated Video Detection on GenVideo Hot-Shot](<https://www.sota2.com/research/sota/generated-video-detection-on-genvideo-hot-shot>)

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

Data updated: 2026-06-11T09:45:44.959Z

Evaluation of model performance for detecting AI-generated videos using the GenVideo Hot-Shot dataset, reporting 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 Hot-Shot |
| Metric | Recall |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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/generated-video-detection-on-genvideo-hot-shot.md?metric=Recall>): Higher is better; unit: PERCENT.

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

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

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

## Recorded results

| Method | Recall | Result date | Report paper |
| --- | --- | --- | --- |
| NSG-VD | 100 | Not recorded | 68fa7c071e209131cea8bf61 |
| NSG-VD | 92.5 | Not recorded | 6a0beec1dbc836b87d82c63f |
| NSG-VD | 92.5 | Not recorded | 68fa7c071e209131cea8bf61 |
| CAM-VFD | 91.8 | Not recorded | 6a0beec1dbc836b87d82c63f |
| DeMamba | 77.4 | Not recorded | 68fa7c071e209131cea8bf61 |
| NPR | 63.8 | Not recorded | 68fa7c071e209131cea8bf61 |
| TALL | 60.2 | Not recorded | 68fa7c071e209131cea8bf61 |
| STIL | 46.8 | Not recorded | 68fa7c071e209131cea8bf61 |
| DeMamba | 40.6 | Not recorded | 6a0beec1dbc836b87d82c63f |
| DeMamba | 40.6 | Not recorded | 68fa7c071e209131cea8bf61 |
| TALL | 32 | Not recorded | 6a0beec1dbc836b87d82c63f |
| TALL | 32 | Not recorded | 68fa7c071e209131cea8bf61 |
| NPR | 16 | Not recorded | 6a0beec1dbc836b87d82c63f |
| NPR | 16 | Not recorded | 68fa7c071e209131cea8bf61 |
| STIL | 1.4 | Not recorded | 6a0beec1dbc836b87d82c63f |
| STIL | 1.4 | Not recorded | 68fa7c071e209131cea8bf61 |

### NSG-VD

Recall: 100. Result ID: 6a2a83c0fbc373592c28161b.

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

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

Recorded evaluation configuration: {"Training Data":"Kinetics-400 and SEINE"}. This record does not assert independent reproduction.

### NSG-VD

Recall: 92.5. Result ID: 6a0c2d9ffbc373592c02969c.

[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.

### NSG-VD

Recall: 92.5. Result ID: 6a2a83c0fbc373592c2815e9.

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

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

Recorded evaluation configuration: {"Training Data":"Kinetics-400 and Pika","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction.

### CAM-VFD

Recall: 91.8. Result ID: 6a0c2d9ffbc373592c02969d.

[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: 77.4. Result ID: 6a2a83c0fbc373592c281617.

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

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

Recorded evaluation configuration: {"Training Data":"Kinetics-400 and SEINE"}. This record does not assert independent reproduction.

### NPR

Recall: 63.8. Result ID: 6a2a83c0fbc373592c281618.

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

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

Recorded evaluation configuration: {"Training Data":"Kinetics-400 and SEINE"}. This record does not assert independent reproduction.

### TALL

Recall: 60.2. Result ID: 6a2a83c0fbc373592c281619.

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

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

Recorded evaluation configuration: {"Training Data":"Kinetics-400 and SEINE"}. This record does not assert independent reproduction.

### STIL

Recall: 46.8. Result ID: 6a2a83c0fbc373592c28161a.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6afc1e209131cea2b8c4.md>)

Recorded evaluation configuration: {"Training Data":"Kinetics-400 and SEINE"}. This record does not assert independent reproduction.

### DeMamba

Recall: 40.6. Result ID: 6a0c2d9ffbc373592c029698.

[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.

### DeMamba

Recall: 40.6. Result ID: 6a2a83c0fbc373592c2815e5.

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

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

Recorded evaluation configuration: {"Training Data":"Kinetics-400 and Pika","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction.

### TALL

Recall: 32. Result ID: 6a0c2d9ffbc373592c02969a.

[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.

### TALL

Recall: 32. Result ID: 6a2a83c0fbc373592c2815e7.

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

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

Recorded evaluation configuration: {"Training Data":"Kinetics-400 and Pika","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction.

### NPR

Recall: 16. Result ID: 6a0c2d9ffbc373592c029699.

[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.

### NPR

Recall: 16. Result ID: 6a2a83c0fbc373592c2815e6.

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

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

Recorded evaluation configuration: {"Training Data":"Kinetics-400 and Pika","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction.

### STIL

Recall: 1.4. Result ID: 6a0c2d9ffbc373592c02969b.

[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.

### STIL

Recall: 1.4. Result ID: 6a2a83c0fbc373592c2815e8.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6afc1e209131cea2b8c4.md>)

Recorded evaluation configuration: {"Training Data":"Kinetics-400 and Pika","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction.

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