# AI-generated video detection on GenVideo Moon Valley

Source: [AI-generated video detection on GenVideo Moon Valley](<https://www.sota2.com/research/sota/ai-generated-video-detection-on-genvideo-moon-valley>)

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

Data updated: 2026-06-11T09:45:44.722Z

Evaluation of model performance for detecting AI-generated videos using the specific 'Moon Valley' data subset from the GenVideo collection, reporting Accuracy (ACC), Recall (R), and F1 Score.

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) | GenVideo Moon Valley |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

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

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

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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| NPR | 98.2 | Not recorded | 6a0beec1dbc836b87d82c63f |
| NPR | 98.2 | Not recorded | 68fa7c071e209131cea8bf61 |
| DeMamba | 97.6 | Not recorded | 6a0beec1dbc836b87d82c63f |
| DeMamba | 97.6 | Not recorded | 68fa7c071e209131cea8bf61 |
| NSG-VD | 96.67 | Not recorded | 6a0beec1dbc836b87d82c63f |
| NSG-VD | 96.67 | Not recorded | 68fa7c071e209131cea8bf61 |
| TALL | 96.2 | Not recorded | 6a0beec1dbc836b87d82c63f |
| TALL | 96.2 | Not recorded | 68fa7c071e209131cea8bf61 |
| Skyra-RL-GenVideo | 96.09 | Not recorded | 69438aa6423ea422657295fc |
| CAM-VFD | 90.6 | Not recorded | 6a0beec1dbc836b87d82c63f |
| Skyra-RL | 81.71 | Not recorded | 69438aa6423ea422657295fc |
| STIL | 71.7 | Not recorded | 6a0beec1dbc836b87d82c63f |
| STIL | 71.7 | Not recorded | 68fa7c071e209131cea8bf61 |
| Skyra-SFT | 69.01 | Not recorded | 69438aa6423ea422657295fc |
| DeMamba | 62.06 | Not recorded | 69438aa6423ea422657295fc |
| AIGVDet | 50 | Not recorded | 69438aa6423ea422657295fc |
| NSG-VD | 49.6 | Not recorded | 69438aa6423ea422657295fc |

### NPR

Accuracy: 98.2. Result ID: 6a0c2d9ffbc373592c029693.

[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

Accuracy: 98.2. Result ID: 6a2a83c0fbc373592c2815e1.

[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.

### DeMamba

Accuracy: 97.6. Result ID: 6a0c2d9ffbc373592c029692.

[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

Accuracy: 97.6. Result ID: 6a2a83c0fbc373592c2815e0.

[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.

### NSG-VD

Accuracy: 96.67. Result ID: 6a0c2d9ffbc373592c029696.

[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

Accuracy: 96.67. Result ID: 6a2a83c0fbc373592c2815e4.

[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.

### TALL

Accuracy: 96.2. Result ID: 6a0c2d9ffbc373592c029694.

[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

Accuracy: 96.2. Result ID: 6a2a83c0fbc373592c2815e2.

[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.

### Skyra-RL-GenVideo

Accuracy: 96.09. Result ID: 69a1824b35dfcabb00e7820c.

[Reporting paper](<https://www.sota2.com/research/paper/69438aa6423ea422657295fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69438aa6423ea422657295fc.md>)

[Implementation](<https://github.com/JoeLeelyf/Skyra>)

Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction.

### CAM-VFD

Accuracy: 90.6. Result ID: 6a0c2d9ffbc373592c029697.

[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.

### Skyra-RL

Accuracy: 81.71. Result ID: 69a1824b35dfcabb00e7820b.

[Reporting paper](<https://www.sota2.com/research/paper/69438aa6423ea422657295fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69438aa6423ea422657295fc.md>)

[Implementation](<https://github.com/JoeLeelyf/Skyra>)

Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction.

### STIL

Accuracy: 71.7. Result ID: 6a0c2d9ffbc373592c029695.

[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

Accuracy: 71.7. Result ID: 6a2a83c0fbc373592c2815e3.

[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.

### Skyra-SFT

Accuracy: 69.01. Result ID: 69a1824b35dfcabb00e7820a.

[Reporting paper](<https://www.sota2.com/research/paper/69438aa6423ea422657295fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69438aa6423ea422657295fc.md>)

[Implementation](<https://github.com/JoeLeelyf/Skyra>)

Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction.

### DeMamba

Accuracy: 62.06. Result ID: 69a1824b35dfcabb00e78208.

[Reporting paper](<https://www.sota2.com/research/paper/69438aa6423ea422657295fc.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AIGVDet

Accuracy: 50. Result ID: 69a1824b35dfcabb00e78207.

[Reporting paper](<https://www.sota2.com/research/paper/69438aa6423ea422657295fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729d1e209131cea57879.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### NSG-VD

Accuracy: 49.6. Result ID: 69a1824b35dfcabb00e78209.

[Reporting paper](<https://www.sota2.com/research/paper/69438aa6423ea422657295fc.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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