# Face Forgery Detection on Cross Domain Evaluation Summary Source: [Face Forgery Detection on Cross Domain Evaluation Summary]() Collection index: [llms.txt]() Data updated: 2026-03-04T20:26:41.230Z Evaluation of Face Forgery Detection performance on the Cross Domain Evaluation Summary dataset, reporting metrics such as Avg. AUC and Top-3 accuracy. 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) | Cross Domain Evaluation Summary | | Metric | Average AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [Average AUC](): Higher is better; unit: PERCENT. - [Top-3 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average AUC | Result date | Report paper | | --- | --- | --- | --- | | Xception | 73.96 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | StegaFFD | 72 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | F3Net | 71.36 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | MesoIncep | 70.63 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | HiNet | 66.84 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | WengNet | 66.49 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | SFDA | 66.02 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | HiNet | 65.79 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | WengNet | 65.78 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | BalujaNet | 65.59 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | HiDDeN | 65.51 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | HiDDeN | 65.47 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | HiDDeN | 65.28 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | BalujaNet | 65.22 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | BalujaNet | 65.04 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | HiNet | 64.15 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | SFDA+SDA | 64.14 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | HiDDeN | 61.31 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | Falco | 60.13 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | BalujaNet | 57.73 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | Falco | 56.88 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | Meso4 | 56.03 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | Falco | 55.99 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | WengNet | 55.36 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | HiNet | 55.16 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | WengNet | 53.73 | Not recorded | 69a7bc7f2d603e6de3e3d487 | | Falco | 52.04 | Not recorded | 69a7bc7f2d603e6de3e3d487 | ### Xception Average AUC: 73.96. Result ID: 69a8957d6dbb7075b951520e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Privacy Preserving":"None","Type":"Plain"}. This record does not assert independent reproduction. ### StegaFFD Average AUC: 72. Result ID: 69a8957d6dbb7075b9515228. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Preserving":"HiDDeN","Type":"Freq."}. This record does not assert independent reproduction. ### F3Net Average AUC: 71.36. Result ID: 69a8957d6dbb7075b9515211. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Preserving":"None","Type":"Freq."}. This record does not assert independent reproduction. ### MesoIncep Average AUC: 70.63. Result ID: 69a8957d6dbb7075b9515210. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Preserving":"None","Type":"Plain"}. This record does not assert independent reproduction. ### HiNet Average AUC: 66.84. Result ID: 69a8957d6dbb7075b9515216. [Reporting paper]() Recorded evaluation configuration: {"FFD Detector":"Xception","Type":"Plain"}. This record does not assert independent reproduction. ### WengNet Average AUC: 66.49. Result ID: 69a8957d6dbb7075b9515221. [Reporting paper]() Recorded evaluation configuration: {"FFD Detector":"F3Net","Type":"Freq."}. This record does not assert independent reproduction. ### SFDA Average AUC: 66.02. Result ID: 69a8957d6dbb7075b9515226. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Preserving":"HiDDeN","Type":"Freq."}. This record does not assert independent reproduction. ### HiNet Average AUC: 65.79. Result ID: 69a8957d6dbb7075b9515219. [Reporting paper]() Recorded evaluation configuration: {"FFD Detector":"F3Net","Type":"Freq."}. This record does not assert independent reproduction. ### WengNet Average AUC: 65.78. Result ID: 69a8957d6dbb7075b951521e. [Reporting paper]() Recorded evaluation configuration: {"FFD Detector":"Xception","Type":"Plain"}. This record does not assert independent reproduction. ### BalujaNet Average AUC: 65.59. Result ID: 69a8957d6dbb7075b9515224. [Reporting paper]() Recorded evaluation configuration: {"FFD Detector":"MesoIncep","Type":"Plain"}. This record does not assert independent reproduction. ### HiDDeN Average AUC: 65.51. Result ID: 69a8957d6dbb7075b951521a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FFD Detector":"Xception","Type":"Plain"}. This record does not assert independent reproduction. ### HiDDeN Average AUC: 65.47. Result ID: 69a8957d6dbb7075b951521d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FFD Detector":"F3Net","Type":"Freq."}. This record does not assert independent reproduction. ### HiDDeN Average AUC: 65.28. Result ID: 69a8957d6dbb7075b951521c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FFD Detector":"MesoIncep","Type":"Plain"}. This record does not assert independent reproduction. ### BalujaNet Average AUC: 65.22. Result ID: 69a8957d6dbb7075b9515222. [Reporting paper]() Recorded evaluation configuration: {"FFD Detector":"Xception","Type":"Plain"}. This record does not assert independent reproduction. ### BalujaNet Average AUC: 65.04. Result ID: 69a8957d6dbb7075b9515225. [Reporting paper]() Recorded evaluation configuration: {"FFD Detector":"F3Net","Type":"Freq."}. This record does not assert independent reproduction. ### HiNet Average AUC: 64.15. Result ID: 69a8957d6dbb7075b9515218. [Reporting paper]() Recorded evaluation configuration: {"FFD Detector":"MesoIncep","Type":"Plain"}. This record does not assert independent reproduction. ### SFDA+SDA Average AUC: 64.14. Result ID: 69a8957d6dbb7075b9515227. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Preserving":"HiDDeN","Type":"Freq."}. This record does not assert independent reproduction. ### HiDDeN Average AUC: 61.31. Result ID: 69a8957d6dbb7075b951521b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FFD Detector":"Meso4","Type":"Plain"}. This record does not assert independent reproduction. ### Falco Average AUC: 60.13. Result ID: 69a8957d6dbb7075b9515212. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"FFD Detector":"Xception","Type":"Plain"}. This record does not assert independent reproduction. ### BalujaNet Average AUC: 57.73. Result ID: 69a8957d6dbb7075b9515223. [Reporting paper]() Recorded evaluation configuration: {"FFD Detector":"Meso4","Type":"Plain"}. This record does not assert independent reproduction. ### Falco Average AUC: 56.88. Result ID: 69a8957d6dbb7075b9515214. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"FFD Detector":"MesoIncep","Type":"Plain"}. This record does not assert independent reproduction. ### Meso4 Average AUC: 56.03. Result ID: 69a8957d6dbb7075b951520f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Preserving":"None","Type":"Plain"}. This record does not assert independent reproduction. ### Falco Average AUC: 55.99. Result ID: 69a8957d6dbb7075b9515215. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"FFD Detector":"F3Net","Type":"Freq."}. This record does not assert independent reproduction. ### WengNet Average AUC: 55.36. Result ID: 69a8957d6dbb7075b951521f. [Reporting paper]() Recorded evaluation configuration: {"FFD Detector":"Meso4","Type":"Plain"}. This record does not assert independent reproduction. ### HiNet Average AUC: 55.16. Result ID: 69a8957d6dbb7075b9515217. [Reporting paper]() Recorded evaluation configuration: {"FFD Detector":"Meso4","Type":"Plain"}. This record does not assert independent reproduction. ### WengNet Average AUC: 53.73. Result ID: 69a8957d6dbb7075b9515220. [Reporting paper]() Recorded evaluation configuration: {"FFD Detector":"MesoIncep","Type":"Plain"}. This record does not assert independent reproduction. ### Falco Average AUC: 52.04. Result ID: 69a8957d6dbb7075b9515213. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"FFD Detector":"Meso4","Type":"Plain"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.