# Deepfake Detection on OpenForensics Source: [Deepfake Detection on OpenForensics]() Collection index: [llms.txt]() Data updated: 2026-06-11T06:46:17.120Z Evaluation of Deepfake Detection performance on the OpenForensics dataset, reporting metrics including AUC, Accuracy@0.5, and fairness/bias metrics (ΔFPR, ΔTPR, EO). 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) | OpenForensics | | Metric | Accuracy@0.5 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Accuracy@0.5](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. - [Delta FPR](): Lower is better; unit: PERCENT. - [Delta TPR](): Lower is better; unit: PERCENT. - [Equal Opportunity Difference (EO)](): Lower is better; unit: PERCENT. - [Weighted Group Accuracy (WGA)](): Higher is better; unit: PERCENT. - [LD Count](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy@0.5 | Result date | Report paper | | --- | --- | --- | --- | | DAG-FDD + FFT | 97.48 | Not recorded | 6a28f33d90966ade919c16fb | | DAG-FDD | 97.07 | Not recorded | 6a28f33d90966ade919c16fb | | PG-FDD + FFT | 96.87 | Not recorded | 6a28f33d90966ade919c16fb | | DAW-FDD | 96.8 | Not recorded | 6a28f33d90966ade919c16fb | | DAW-FDD + FFT | 96.63 | Not recorded | 6a28f33d90966ade919c16fb | | PG-FDD | 96.43 | Not recorded | 6a28f33d90966ade919c16fb | | DAID + FFT | 96.36 | Not recorded | 6a28f33d90966ade919c16fb | | DAID | 96 | Not recorded | 6a28f33d90966ade919c16fb | | FFT | 95.64 | Not recorded | 6a28f33d90966ade919c16fb | | BASE | 94.87 | Not recorded | 6a28f33d90966ade919c16fb | | Fair-FLIP | 94.86 | Not recorded | 6a28f33d90966ade919c16fb | | BPFA | 94.69 | Not recorded | 6a28f33d90966ade919c16fb | | FF Discover | 94.07 | Not recorded | 6a28f33d90966ade919c16fb | | FF Max | 92.73 | Not recorded | 6a28f33d90966ade919c16fb | ### DAG-FDD + FFT Accuracy@0.5: 97.48. Result ID: 6a2a59b4fbc373592c26d181. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception","Method Type":"In-processing"}. This record does not assert independent reproduction. ### DAG-FDD Accuracy@0.5: 97.07. Result ID: 6a2a59b4fbc373592c26d17d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception","Method Type":"In-processing"}. This record does not assert independent reproduction. ### PG-FDD + FFT Accuracy@0.5: 96.87. Result ID: 6a2a59b4fbc373592c26d183. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception","Method Type":"In-processing"}. This record does not assert independent reproduction. ### DAW-FDD Accuracy@0.5: 96.8. Result ID: 6a2a59b4fbc373592c26d17e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception","Method Type":"In-processing"}. This record does not assert independent reproduction. ### DAW-FDD + FFT Accuracy@0.5: 96.63. Result ID: 6a2a59b4fbc373592c26d182. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception","Method Type":"In-processing"}. This record does not assert independent reproduction. ### PG-FDD Accuracy@0.5: 96.43. Result ID: 6a2a59b4fbc373592c26d17f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception","Method Type":"In-processing"}. This record does not assert independent reproduction. ### DAID + FFT Accuracy@0.5: 96.36. Result ID: 6a2a59b4fbc373592c26d184. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception","Method Type":"In-processing"}. This record does not assert independent reproduction. ### DAID Accuracy@0.5: 96. Result ID: 6a2a59b4fbc373592c26d180. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception","Method Type":"In-processing"}. This record does not assert independent reproduction. ### FFT Accuracy@0.5: 95.64. Result ID: 6a2a59b4fbc373592c26d17a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception","Method Type":"Post-processing"}. This record does not assert independent reproduction. ### BASE Accuracy@0.5: 94.87. Result ID: 6a2a59b4fbc373592c26d185. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Xception","Method Type":"Reference"}. This record does not assert independent reproduction. ### Fair-FLIP Accuracy@0.5: 94.86. Result ID: 6a2a59b4fbc373592c26d178. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception","Method Type":"Post-processing"}. This record does not assert independent reproduction. ### BPFA Accuracy@0.5: 94.69. Result ID: 6a2a59b4fbc373592c26d179. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception","Method Type":"Post-processing"}. This record does not assert independent reproduction. ### FF Discover Accuracy@0.5: 94.07. Result ID: 6a2a59b4fbc373592c26d17c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception","Method Type":"Post-processing"}. This record does not assert independent reproduction. ### FF Max Accuracy@0.5: 92.73. Result ID: 6a2a59b4fbc373592c26d17b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Xception","Method Type":"Post-processing"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.