# AI-generated video detection on AIGVDBench (ID)

Source: [AI-generated video detection on AIGVDBench (ID)](<https://www.sota2.com/research/sota/ai-generated-video-detection-on-aigvdbench-id>)

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

Data updated: 2026-07-01T07:08:59.184Z

Evaluation of model performance for detecting AI-generated videos using the AIGVDBench (ID) 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 (ID) |
| Metric | AUC |
| 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

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

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| Random forest | 68.7 | Not recorded | 6a449f02e0224bd4f4992fa4 |
| SVM-RBF | 67.6 | Not recorded | 6a449f02e0224bd4f4992fa4 |
| LightGBM | 66.7 | Not recorded | 6a449f02e0224bd4f4992fa4 |
| MLP (4 hidden) | 66.5 | Not recorded | 6a449f02e0224bd4f4992fa4 |
| XGBoost | 66.1 | Not recorded | 6a449f02e0224bd4f4992fa4 |
| L2-LR | 65.2 | Not recorded | 6a449f02e0224bd4f4992fa4 |
| MLP (2 hidden) | 64.3 | Not recorded | 6a449f02e0224bd4f4992fa4 |

### Random forest

AUC: 68.7. Result ID: 6a44bd0973d097d845be11ac.

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

Recorded evaluation configuration: {"Readout":"Random forest","Pipeline":"Tier 0+Tier 1"}. This record does not assert independent reproduction.

### SVM-RBF

AUC: 67.6. Result ID: 6a44bd0973d097d845be11ad.

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

Recorded evaluation configuration: {"Readout":"SVM-RBF","Pipeline":"Tier 0+Tier 1"}. This record does not assert independent reproduction.

### LightGBM

AUC: 66.7. Result ID: 6a44bd0973d097d845be11ab.

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

Recorded evaluation configuration: {"Readout":"LightGBM","Pipeline":"Tier 0+Tier 1"}. This record does not assert independent reproduction.

### MLP (4 hidden)

AUC: 66.5. Result ID: 6a44bd0973d097d845be11af.

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

Recorded evaluation configuration: {"Readout":"MLP (4 hidden)","Pipeline":"Tier 0+Tier 1"}. This record does not assert independent reproduction.

### XGBoost

AUC: 66.1. Result ID: 6a44bd0973d097d845be11aa.

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

Recorded evaluation configuration: {"Readout":"XGBoost","Pipeline":"Tier 0+Tier 1"}. This record does not assert independent reproduction.

### L2-LR

AUC: 65.2. Result ID: 6a44bd0973d097d845be11a9.

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

Recorded evaluation configuration: {"Readout":"L2-LR","Pipeline":"Tier 0+Tier 1"}. This record does not assert independent reproduction.

### MLP (2 hidden)

AUC: 64.3. Result ID: 6a44bd0973d097d845be11ae.

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

Recorded evaluation configuration: {"Readout":"MLP (2 hidden)","Pipeline":"Tier 0+Tier 1"}. This record does not assert independent reproduction.

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