# Face Forgery Detection on Celeb-DF v2 Source: [Face Forgery Detection on Celeb-DF v2]() Collection index: [llms.txt]() Data updated: 2026-04-16T07:51:00.733Z Evaluation of Face Forgery Detection performance on the Celeb-DF v2 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 v2 | | Metric | Video-level AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 33 of 33 | | 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 | 95.97 | Not recorded | 69e06cf97d0172140ec7c959 | | Effort | 95.6 | Not recorded | 69e06cf97d0172140ec7c959 | | χ2-DFD | 95.5 | Not recorded | 69e06cf97d0172140ec7c959 | | LAA-Net | 95.4 | Not recorded | 69e06cf97d0172140ec7c959 | | M2F2-Det | 95.1 | Not recorded | 69e06cf97d0172140ec7c959 | | KFD | 94.71 | Not recorded | 69e06cf97d0172140ec7c959 | | FreqBlender | 94.59 | Not recorded | 69e06cf97d0172140ec7c959 | | SBI | 93.18 | Not recorded | 69e06cf97d0172140ec7c959 | | LESB | 93.13 | Not recorded | 69e06cf97d0172140ec7c959 | | UDD | 93.1 | Not recorded | 69e06cf97d0172140ec7c959 | | AUNet | 92.77 | Not recorded | 69e06cf97d0172140ec7c959 | | PCL+I2G | 90.03 | Not recorded | 69e06cf97d0172140ec7c959 | | F2Trans | 89.87 | Not recorded | 69e06cf97d0172140ec7c959 | | AltFreezing | 89.5 | Not recorded | 69e06cf97d0172140ec7c959 | | SeeABLE | 87.3 | Not recorded | 69e06cf97d0172140ec7c959 | | SRM | 84 | Not recorded | 69e06cf97d0172140ec7c959 | | UCF | 83.73 | Not recorded | 69e06cf97d0172140ec7c959 | | LipForensics | 82.4 | Not recorded | 68fa6a931e209131cea29019 | | DCL | 82.3 | Not recorded | 69e06cf97d0172140ec7c959 | | CORE | 80.9 | Not recorded | 69e06cf97d0172140ec7c959 | | SPSL | 79.9 | Not recorded | 69e06cf97d0172140ec7c959 | | Face X-ray | 79.5 | Not recorded | 68fa6a931e209131cea29019 | | F3-Net | 77.92 | Not recorded | 69e06cf97d0172140ec7c959 | | LTW | 77.14 | Not recorded | 69e06cf97d0172140ec7c959 | | Two-branch | 76.7 | Not recorded | 68fa6a931e209131cea29019 | | Multi-task | 75.7 | Not recorded | 68fa6a931e209131cea29019 | | CNN-aug | 75.6 | Not recorded | 68fa6a931e209131cea29019 | | Xception | 73.7 | Not recorded | 68fa6a931e209131cea29019 | | Ft whole | 70.7 | Not recorded | 68fa6a931e209131cea29019 | | CNN-GRU | 69.8 | Not recorded | 68fa6a931e209131cea29019 | | Patch-based | 69.6 | Not recorded | 68fa6a931e209131cea29019 | | DSP-FWA | 69.5 | Not recorded | 68fa6a931e209131cea29019 | | Scratch | 62.5 | Not recorded | 68fa6a931e209131cea29019 | ### VRAG-DFD Video-level AUC: 95.97. Result ID: 69e094c647f34ce924c99b65. [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. ### Effort Video-level AUC: 95.6. Result ID: 69e094c647f34ce924c99b61. [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. ### χ2-DFD Video-level AUC: 95.5. Result ID: 69e094c647f34ce924c99b62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"NeurIPS 2025","Explainable":"true","Research Topic":"MLLM + Detector"}. This record does not assert independent reproduction. ### LAA-Net Video-level AUC: 95.4. Result ID: 69e094c647f34ce924c99b5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR 2024","Explainable":"false","Research Topic":"Attention + FPN"}. This record does not assert independent reproduction. ### M2F2-Det Video-level AUC: 95.1. Result ID: 69e094c647f34ce924c99b64. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR 2025","Explainable":"true","Research Topic":"MLLM + Static Knowledge"}. This record does not assert independent reproduction. ### KFD Video-level AUC: 94.71. Result ID: 69e094c647f34ce924c99b63. [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. ### FreqBlender Video-level AUC: 94.59. Result ID: 69e094c647f34ce924c99b5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"NeurIPS 2024","Explainable":"false","Research Topic":"Frequency + Blending"}. This record does not assert independent reproduction. ### SBI Video-level AUC: 93.18. Result ID: 69e094c647f34ce924c99b55. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR 2022","Explainable":"false","Research Topic":"Blending"}. This record does not assert independent reproduction. ### LESB Video-level AUC: 93.13. Result ID: 69e094c647f34ce924c99b60. [Reporting paper]() Recorded evaluation configuration: {"Venue":"WACVW 2025","Explainable":"false","Research Topic":"Blending"}. This record does not assert independent reproduction. ### UDD Video-level AUC: 93.1. Result ID: 69e094c647f34ce924c99b5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"AAAI 2025","Explainable":"false","Research Topic":"Token Shuffle + Mixing"}. This record does not assert independent reproduction. ### AUNet Video-level AUC: 92.77. Result ID: 69e094c647f34ce924c99b5b. [Reporting paper]() Recorded evaluation configuration: {"Venue":"CVPR 2023","Explainable":"false","Research Topic":"Facial AU"}. This record does not assert independent reproduction. ### PCL+I2G Video-level AUC: 90.03. Result ID: 69e094c647f34ce924c99b54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICCV 2021","Explainable":"false","Research Topic":"Blending"}. This record does not assert independent reproduction. ### F2Trans Video-level AUC: 89.87. Result ID: 69e094c647f34ce924c99b59. [Reporting paper]() Recorded evaluation configuration: {"Venue":"TIFS 2023","Explainable":"false","Research Topic":"Attention + Wavelet"}. This record does not assert independent reproduction. ### AltFreezing Video-level AUC: 89.5. Result ID: 69e094c647f34ce924c99b5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR 2023","Explainable":"false","Research Topic":"Spatial + Temporal"}. This record does not assert independent reproduction. ### SeeABLE Video-level AUC: 87.3. Result ID: 69e094c647f34ce924c99b58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICCV 2023","Explainable":"false","Research Topic":"Contrastive Learning"}. This record does not assert independent reproduction. ### SRM Video-level AUC: 84. Result ID: 69e094c647f34ce924c99b53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR 2021","Explainable":"false","Research Topic":"Attention + FPN"}. This record does not assert independent reproduction. ### UCF Video-level AUC: 83.73. Result ID: 69e094c647f34ce924c99b5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICCV 2023","Explainable":"false","Research Topic":"Disentanglement"}. This record does not assert independent reproduction. ### LipForensics Video-level AUC: 82.4. Result ID: 699ac03a5698665ec44e6412. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"Lipreading","Feature Extractor":"Frozen"}. This record does not assert independent reproduction. ### DCL Video-level AUC: 82.3. Result ID: 69e094c647f34ce924c99b57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"AAAI 2022","Explainable":"false","Research Topic":"Contrastive Learning"}. This record does not assert independent reproduction. ### CORE Video-level AUC: 80.9. Result ID: 69e094c647f34ce924c99b56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR 2022","Explainable":"false","Research Topic":"Augmentation"}. This record does not assert independent reproduction. ### SPSL Video-level AUC: 79.9. Result ID: 69e094c647f34ce924c99b52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR 2021","Explainable":"false","Research Topic":"Phase Spectrum"}. This record does not assert independent reproduction. ### Face X-ray Video-level AUC: 79.5. Result ID: 699ac03a5698665ec44e640b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### F3-Net Video-level AUC: 77.92. Result ID: 69e094c647f34ce924c99b50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ECCV 2020","Explainable":"false","Research Topic":"Frequency + CNN"}. This record does not assert independent reproduction. ### LTW Video-level AUC: 77.14. Result ID: 69e094c647f34ce924c99b51. [Reporting paper]() Recorded evaluation configuration: {"Venue":"AAAI 2021","Explainable":"false","Research Topic":"Meta Training"}. This record does not assert independent reproduction. ### Two-branch Video-level AUC: 76.7. Result ID: 699ac03a5698665ec44e640f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Multi-task Video-level AUC: 75.7. Result ID: 699ac03a5698665ec44e640d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CNN-aug Video-level AUC: 75.6. Result ID: 699ac03a5698665ec44e6409. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Xception Video-level AUC: 73.7. Result ID: 699ac03a5698665ec44e6408. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ft whole Video-level AUC: 70.7. Result ID: 699ac03a5698665ec44e6411. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"Lipreading","Fine-tuning":"Full network"}. This record does not assert independent reproduction. ### CNN-GRU Video-level AUC: 69.8. Result ID: 699ac03a5698665ec44e640c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Patch-based Video-level AUC: 69.6. Result ID: 699ac03a5698665ec44e640a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSP-FWA Video-level AUC: 69.5. Result ID: 699ac03a5698665ec44e640e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Scratch Video-level AUC: 62.5. Result ID: 699ac03a5698665ec44e6410. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"None"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.