# Deepfake Detection on WildDeepfake (WDF) Source: [Deepfake Detection on WildDeepfake (WDF)]() Collection index: [llms.txt]() Data updated: 2026-05-11T09:12:30.526Z Evaluation of Deepfake Detection performance on the WildDeepfake (WDF) dataset, reporting video-level metrics such as 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 | Deepfake Detection | | Dataset (including any stated split) | WildDeepfake (WDF) | | Metric | Video-level AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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: SCALAR. ## Recorded results | Method | Video-level AUC | Result date | Report paper | | --- | --- | --- | --- | | VRAG-DFD | 0.8896 | Not recorded | 69e06cf97d0172140ec7c959 | | FCG | 0.872 | Not recorded | 69326733d6b0dd33429343e5 | | FSFM | 0.8696 | Not recorded | 69326733d6b0dd33429343e5 | | χ2-DFD | 0.864 | Not recorded | 69e06cf97d0172140ec7c959 | | Effort | 0.848 | Not recorded | 69326733d6b0dd33429343e5 | | VB | 0.848 | Not recorded | 69326733d6b0dd33429343e5 | | Effort | 0.848 | Not recorded | 69e06cf97d0172140ec7c959 | | KiMoI | 0.8352 | Not recorded | 69326733d6b0dd33429343e5 | | CDFA | 0.796 | Not recorded | 69326733d6b0dd33429343e5 | | UCF | 0.7742 | Not recorded | 69e06cf97d0172140ec7c959 | | UCF | 0.774 | Not recorded | 69326733d6b0dd33429343e5 | | RECCE | 0.756 | Not recorded | 69326733d6b0dd33429343e5 | | LSDA | 0.756 | Not recorded | 69326733d6b0dd33429343e5 | | FakeSTormer | 0.753 | Not recorded | 69326733d6b0dd33429343e5 | | SFA | 0.737 | Not recorded | 69326733d6b0dd33429343e5 | | SBI (c23) | 0.7356 | Not recorded | 69326733d6b0dd33429343e5 | | F3Net | 0.728 | Not recorded | 69326733d6b0dd33429343e5 | | F3-Net | 0.728 | Not recorded | 69e06cf97d0172140ec7c959 | | CORE | 0.724 | Not recorded | 69e06cf97d0172140ec7c959 | | SRM | 0.722 | Not recorded | 69e06cf97d0172140ec7c959 | | DCL | 0.7114 | Not recorded | 69e06cf97d0172140ec7c959 | | SPSL | 0.702 | Not recorded | 69326733d6b0dd33429343e5 | | SRM | 0.702 | Not recorded | 69326733d6b0dd33429343e5 | | SPSL | 0.702 | Not recorded | 69e06cf97d0172140ec7c959 | | SLADD | 0.69 | Not recorded | 69326733d6b0dd33429343e5 | | SpInShield | 0.6183 | Not recorded | 6a016269dbc836b87d822f9c | | Altfreezing | 0.5958 | Not recorded | 69326733d6b0dd33429343e5 | | DFD-FCG | 0.5347 | Not recorded | 6a016269dbc836b87d822f9c | | SLF | 0.4961 | Not recorded | 6a016269dbc836b87d822f9c | | FakeST | 0.4762 | Not recorded | 6a016269dbc836b87d822f9c | | VideoMAE | 0.4327 | Not recorded | 6a016269dbc836b87d822f9c | ### VRAG-DFD Video-level AUC: 0.8896. Result ID: 69e094c647f34ce924c99b90. [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. ### FCG Video-level AUC: 0.872. Result ID: 699895ed5698665ec4f7d90c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pristine only":false}. This record does not assert independent reproduction. ### FSFM Video-level AUC: 0.8696. Result ID: 699895ed5698665ec4f7d90a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pristine only":false}. This record does not assert independent reproduction. ### χ2-DFD Video-level AUC: 0.864. Result ID: 69e094c647f34ce924c99b8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"NeurIPS 2025","Explainable":"true","Research Topic":"MLLM + Detector"}. This record does not assert independent reproduction. ### Effort Video-level AUC: 0.848. Result ID: 699895ed5698665ec4f7d90d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pristine only":false,"Model selection protocol (test-time data)":true}. This record does not assert independent reproduction. ### VB Video-level AUC: 0.848. Result ID: 699895ed5698665ec4f7d910. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pristine only":true,"Model selection protocol (test-time data)":true}. This record does not assert independent reproduction. ### Effort Video-level AUC: 0.848. Result ID: 69e094c647f34ce924c99b8e. [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. ### KiMoI Video-level AUC: 0.8352. Result ID: 699895ed5698665ec4f7d911. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pristine only":true}. This record does not assert independent reproduction. ### CDFA Video-level AUC: 0.796. Result ID: 699895ed5698665ec4f7d90b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pristine only":false}. This record does not assert independent reproduction. ### UCF Video-level AUC: 0.7742. Result ID: 69e094c647f34ce924c99b8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICCV 2023","Explainable":"false","Research Topic":"Disentanglement"}. This record does not assert independent reproduction. ### UCF Video-level AUC: 0.774. Result ID: 699895ed5698665ec4f7d905. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pristine only":false}. This record does not assert independent reproduction. ### RECCE Video-level AUC: 0.756. Result ID: 699895ed5698665ec4f7d903. [Reporting paper]() Recorded evaluation configuration: {"Pristine only":false}. This record does not assert independent reproduction. ### LSDA Video-level AUC: 0.756. Result ID: 699895ed5698665ec4f7d909. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pristine only":false,"Model selection protocol (test-time data)":true}. This record does not assert independent reproduction. ### FakeSTormer Video-level AUC: 0.753. Result ID: 699895ed5698665ec4f7d90e. [Reporting paper]() Recorded evaluation configuration: {"Pristine only":true}. This record does not assert independent reproduction. ### SFA Video-level AUC: 0.737. Result ID: 699895ed5698665ec4f7d908. [Reporting paper]() Recorded evaluation configuration: {"Pristine only":false}. This record does not assert independent reproduction. ### SBI (c23) Video-level AUC: 0.7356. Result ID: 699895ed5698665ec4f7d90f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pristine only":true}. This record does not assert independent reproduction. ### F3Net Video-level AUC: 0.728. Result ID: 699895ed5698665ec4f7d901. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pristine only":false}. This record does not assert independent reproduction. ### F3-Net Video-level AUC: 0.728. Result ID: 69e094c647f34ce924c99b88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ECCV 2020","Explainable":"false","Research Topic":"Frequency + CNN"}. This record does not assert independent reproduction. ### CORE Video-level AUC: 0.724. Result ID: 69e094c647f34ce924c99b8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR 2022","Explainable":"false","Research Topic":"Augmentation"}. This record does not assert independent reproduction. ### SRM Video-level AUC: 0.722. Result ID: 69e094c647f34ce924c99b8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR 2021","Explainable":"false","Research Topic":"Attention + FPN"}. This record does not assert independent reproduction. ### DCL Video-level AUC: 0.7114. Result ID: 69e094c647f34ce924c99b8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"AAAI 2022","Explainable":"false","Research Topic":"Contrastive Learning"}. This record does not assert independent reproduction. ### SPSL Video-level AUC: 0.702. Result ID: 699895ed5698665ec4f7d902. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pristine only":false}. This record does not assert independent reproduction. ### SRM Video-level AUC: 0.702. Result ID: 699895ed5698665ec4f7d906. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pristine only":false}. This record does not assert independent reproduction. ### SPSL Video-level AUC: 0.702. Result ID: 69e094c647f34ce924c99b89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR 2021","Explainable":"false","Research Topic":"Phase Spectrum"}. This record does not assert independent reproduction. ### SLADD Video-level AUC: 0.69. Result ID: 699895ed5698665ec4f7d904. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pristine only":false}. This record does not assert independent reproduction. ### SpInShield Video-level AUC: 0.6183. Result ID: 6a019d6447f34ce924e3b748. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"Adaptive white-box attack"}. This record does not assert independent reproduction. ### Altfreezing Video-level AUC: 0.5958. Result ID: 699895ed5698665ec4f7d907. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pristine only":false}. This record does not assert independent reproduction. ### DFD-FCG Video-level AUC: 0.5347. Result ID: 6a019d6447f34ce924e3b746. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"Adaptive white-box attack"}. This record does not assert independent reproduction. ### SLF Video-level AUC: 0.4961. Result ID: 6a019d6447f34ce924e3b745. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"Adaptive white-box attack"}. This record does not assert independent reproduction. ### FakeST Video-level AUC: 0.4762. Result ID: 6a019d6447f34ce924e3b744. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"Adaptive white-box attack"}. This record does not assert independent reproduction. ### VideoMAE Video-level AUC: 0.4327. Result ID: 6a019d6447f34ce924e3b747. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"Adaptive white-box attack"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.