# AI-generated video detection on Our Dataset CogVideoX Source: [AI-generated video detection on Our Dataset CogVideoX]() Collection index: [llms.txt]() Data updated: 2026-03-06T07:18:21.907Z Evaluation of model performance for detecting AI-generated videos using the Our Dataset CogVideoX dataset, reporting standard classification metrics. 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) | Our Dataset CogVideoX | | Metric | Top-1 Accuracy | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | VidGuard-R1 (GRPO-Q) | 84.32 | Not recorded | 68fa7be71e209131cea8b388 | | VidGuard-R1 (GRPO-TA) | 82.17 | Not recorded | 68fa7be71e209131cea8b388 | | VidGuard-R1 (GRPO) | 81.3 | Not recorded | 68fa7be71e209131cea8b388 | | VidGuard-R1 (DPO) | 79.13 | Not recorded | 68fa7be71e209131cea8b388 | | TimeSformer | 78.53 | Not recorded | 68fa7be71e209131cea8b388 | | SlowFast | 77.87 | Not recorded | 68fa7be71e209131cea8b388 | | VideoSwin | 76.81 | Not recorded | 68fa7be71e209131cea8b388 | | UniFormer V2 | 73.95 | Not recorded | 68fa7be71e209131cea8b388 | | TRN | 68.73 | Not recorded | 68fa7be71e209131cea8b388 | | VidGuard-R1 (CoT) | 66.18 | Not recorded | 68fa7be71e209131cea8b388 | | I3D | 64.78 | Not recorded | 68fa7be71e209131cea8b388 | | MViT V2 | 58.38 | Not recorded | 68fa7be71e209131cea8b388 | | GPT-4o | 56.81 | Not recorded | 68fa7be71e209131cea8b388 | | GPT-4.1 mini | 54.95 | Not recorded | 68fa7be71e209131cea8b388 | | Qwen2.5-VL-72B | 54.17 | Not recorded | 68fa7be71e209131cea8b388 | | Qwen2.5-VL-7B | 50.95 | Not recorded | 68fa7be71e209131cea8b388 | ### VidGuard-R1 (GRPO-Q) Top-1 Accuracy: 84.32. Result ID: 69aa7f306dbb7075b953d002. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"MLLM"}. This record does not assert independent reproduction. ### VidGuard-R1 (GRPO-TA) Top-1 Accuracy: 82.17. Result ID: 69aa7f306dbb7075b953d001. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"MLLM"}. This record does not assert independent reproduction. ### VidGuard-R1 (GRPO) Top-1 Accuracy: 81.3. Result ID: 69aa7f306dbb7075b953d000. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"MLLM"}. This record does not assert independent reproduction. ### VidGuard-R1 (DPO) Top-1 Accuracy: 79.13. Result ID: 69aa7f306dbb7075b953cfff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"MLLM"}. This record does not assert independent reproduction. ### TimeSformer Top-1 Accuracy: 78.53. Result ID: 69aa7f306dbb7075b953cff7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"TF"}. This record does not assert independent reproduction. ### SlowFast Top-1 Accuracy: 77.87. Result ID: 69aa7f306dbb7075b953cff3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"CNN"}. This record does not assert independent reproduction. ### VideoSwin Top-1 Accuracy: 76.81. Result ID: 69aa7f306dbb7075b953cff8. [Reporting paper]() Recorded evaluation configuration: {"Type":"TF"}. This record does not assert independent reproduction. ### UniFormer V2 Top-1 Accuracy: 73.95. Result ID: 69aa7f306dbb7075b953cff6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TF"}. This record does not assert independent reproduction. ### TRN Top-1 Accuracy: 68.73. Result ID: 69aa7f306dbb7075b953cff5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"CNN"}. This record does not assert independent reproduction. ### VidGuard-R1 (CoT) Top-1 Accuracy: 66.18. Result ID: 69aa7f306dbb7075b953cffe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"MLLM"}. This record does not assert independent reproduction. ### I3D Top-1 Accuracy: 64.78. Result ID: 69aa7f306dbb7075b953cff4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"CNN"}. This record does not assert independent reproduction. ### MViT V2 Top-1 Accuracy: 58.38. Result ID: 69aa7f306dbb7075b953cff9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"TF"}. This record does not assert independent reproduction. ### GPT-4o Top-1 Accuracy: 56.81. Result ID: 69aa7f306dbb7075b953cffd. [Reporting paper]() Recorded evaluation configuration: {"Type":"MLLM"}. This record does not assert independent reproduction. ### GPT-4.1 mini Top-1 Accuracy: 54.95. Result ID: 69aa7f306dbb7075b953cffc. [Reporting paper]() Recorded evaluation configuration: {"Type":"MLLM"}. This record does not assert independent reproduction. ### Qwen2.5-VL-72B Top-1 Accuracy: 54.17. Result ID: 69aa7f306dbb7075b953cffb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"MLLM"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Top-1 Accuracy: 50.95. Result ID: 69aa7f306dbb7075b953cffa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"MLLM"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.