# Face Forgery Detection on Celeb-DF v1 Source: [Face Forgery Detection on Celeb-DF v1]() Collection index: [llms.txt]() Data updated: 2026-05-29T08:12:56.283Z Evaluation of Face Forgery Detection performance on the Celeb-DF v1 dataset, measured using Video-level 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 | Face Forgery Detection | | Dataset (including any stated split) | Celeb-DF v1 | | Metric | Video-level AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [Video-level AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Video-level AUC | Result date | Report paper | | --- | --- | --- | --- | | VRAG-DFD | 99.6 | Not recorded | 69e06cf97d0172140ec7c959 | | KFD | 97.62 | Not recorded | 69e06cf97d0172140ec7c959 | | Effort | 96.05 | Not recorded | 69e06cf97d0172140ec7c959 | | SBI | 93.44 | Not recorded | 69e06cf97d0172140ec7c959 | | AltFreezing | 88.48 | Not recorded | 69e06cf97d0172140ec7c959 | | F2Trans | 86.29 | Not recorded | 69e06cf97d0172140ec7c959 | | UCF | 86.08 | Not recorded | 69e06cf97d0172140ec7c959 | | F3-Net | 81.11 | Not recorded | 69e06cf97d0172140ec7c959 | | LFWL | 76.59 | Not recorded | 6a191da3dbd7150506f8285b | | LFWS | 74.88 | Not recorded | 6a191da3dbd7150506f8285b | | WDF | 71.81 | Not recorded | 6a191da3dbd7150506f8285b | | LBP | 71.34 | Not recorded | 6a191da3dbd7150506f8285b | | Xcept | 69.96 | Not recorded | 6a191da3dbd7150506f8285b | | EffB4 | 65.83 | Not recorded | 6a191da3dbd7150506f8285b | | SPSL | 65.65 | Not recorded | 6a191da3dbd7150506f8285b | | Meso4 | 65.04 | Not recorded | 6a191da3dbd7150506f8285b | | F3Net | 64.97 | Not recorded | 6a191da3dbd7150506f8285b | | SRM | 64.86 | Not recorded | 6a191da3dbd7150506f8285b | | RNet34 | 60.66 | Not recorded | 6a191da3dbd7150506f8285b | ### VRAG-DFD Video-level AUC: 99.6. Result ID: 69e094c647f34ce924c99b4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPRF 2026","Explainable":"true","Research Topic":"MLLM + Dynamic RAG"}. This record does not assert independent reproduction. ### KFD Video-level AUC: 97.62. Result ID: 69e094c647f34ce924c99b4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICML 2025","Explainable":"true","Research Topic":"MLLM + Static Knowledge"}. This record does not assert independent reproduction. ### Effort Video-level AUC: 96.05. Result ID: 69e094c647f34ce924c99b4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICML 2025","Explainable":"false","Research Topic":"Fine-tune CLIP-ViT"}. This record does not assert independent reproduction. ### SBI Video-level AUC: 93.44. Result ID: 69e094c647f34ce924c99b49. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR 2022","Explainable":"false","Research Topic":"Blending"}. This record does not assert independent reproduction. ### AltFreezing Video-level AUC: 88.48. Result ID: 69e094c647f34ce924c99b4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR 2023","Explainable":"false","Research Topic":"Spatial + Temporal"}. This record does not assert independent reproduction. ### F2Trans Video-level AUC: 86.29. Result ID: 69e094c647f34ce924c99b4a. [Reporting paper]() Recorded evaluation configuration: {"Venue":"TIFS 2023","Explainable":"false","Research Topic":"Attention + Wavelet"}. This record does not assert independent reproduction. ### UCF Video-level AUC: 86.08. Result ID: 69e094c647f34ce924c99b4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICCV 2023","Explainable":"false","Research Topic":"Disentanglement"}. This record does not assert independent reproduction. ### F3-Net Video-level AUC: 81.11. Result ID: 69e094c647f34ce924c99b48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ECCV 2020","Explainable":"false","Research Topic":"Frequency + CNN"}. This record does not assert independent reproduction. ### LFWL Video-level AUC: 76.59. Result ID: 6a194a78fbc373592c13898b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Method 2: Fusion","Training Dataset":"DFDCP"}. This record does not assert independent reproduction. ### LFWS Video-level AUC: 74.88. Result ID: 6a194a78fbc373592c13898a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Method 2: Fusion","Training Dataset":"DFDCP"}. This record does not assert independent reproduction. ### WDF Video-level AUC: 71.81. Result ID: 6a194a78fbc373592c138989. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Method 1","Training Dataset":"DFDCP"}. This record does not assert independent reproduction. ### LBP Video-level AUC: 71.34. Result ID: 6a194a78fbc373592c138988. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Method 1","Training Dataset":"DFDCP"}. This record does not assert independent reproduction. ### Xcept Video-level AUC: 69.96. Result ID: 6a194a78fbc373592c138981. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Baseline CNNs","Training Dataset":"DFDCP"}. This record does not assert independent reproduction. ### EffB4 Video-level AUC: 65.83. Result ID: 6a194a78fbc373592c138984. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Baseline CNNs","Training Dataset":"DFDCP"}. This record does not assert independent reproduction. ### SPSL Video-level AUC: 65.65. Result ID: 6a194a78fbc373592c138987. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Frequency-based","Training Dataset":"DFDCP"}. This record does not assert independent reproduction. ### Meso4 Video-level AUC: 65.04. Result ID: 6a194a78fbc373592c138982. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Baseline CNNs","Training Dataset":"DFDCP"}. This record does not assert independent reproduction. ### F3Net Video-level AUC: 64.97. Result ID: 6a194a78fbc373592c138985. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Frequency-based","Training Dataset":"DFDCP"}. This record does not assert independent reproduction. ### SRM Video-level AUC: 64.86. Result ID: 6a194a78fbc373592c138986. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Frequency-based","Training Dataset":"DFDCP"}. This record does not assert independent reproduction. ### RNet34 Video-level AUC: 60.66. Result ID: 6a194a78fbc373592c138983. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Baseline CNNs","Training Dataset":"DFDCP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.