# Deepfake Detection on Celeb-DF (CDF) (test) Source: [Deepfake Detection on Celeb-DF (CDF) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:36:06.801Z Evaluation of Deepfake Detection performance on the test split of the Celeb-DF (CDF) dataset, reporting specific AUC metrics like FS, FR, EFS, and Average CDF 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) | Celeb-DF (CDF) (test) | | Metric | Avg CDF AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Avg CDF AUC](): Higher is better; unit: SCALAR. - [FS AUC](): Higher is better; unit: SCALAR. - [FR AUC](): Higher is better; unit: SCALAR. - [EFS AUC](): Higher is better; unit: SCALAR. ## Recorded results | Method | Avg CDF AUC | Result date | Report paper | | --- | --- | --- | --- | | Fusion-SSAT | 0.991 | Not recorded | 695b456d53fdd5c361742ffb | | Fusion-SSAT | 0.991 | Not recorded | 695b456d53fdd5c361742ffb | | Fusion-SSAT | 0.986 | Not recorded | 695b456d53fdd5c361742ffb | | Fusion-SSAT | 0.981 | Not recorded | 695b456d53fdd5c361742ffb | | SSAT | 0.945 | Not recorded | 695b456d53fdd5c361742ffb | | GrDT | 0.824 | Not recorded | 695b456d53fdd5c361742ffb | | CLIP | 0.814 | Not recorded | 695b456d53fdd5c361742ffb | | MARALIN | 0.796 | Not recorded | 695b456d53fdd5c361742ffb | | Xception | 0.74 | Not recorded | 695b456d53fdd5c361742ffb | ### Fusion-SSAT Avg CDF AUC: 0.991. Result ID: 6997f2045698665ec44b5fb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L","Fusion":"RGB-LDP","Training Set":"EFS (FF)"}. This record does not assert independent reproduction. ### Fusion-SSAT Avg CDF AUC: 0.991. Result ID: 6997f2045698665ec44b5fb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"All"}. This record does not assert independent reproduction. ### Fusion-SSAT Avg CDF AUC: 0.986. Result ID: 6997f2045698665ec44b5fb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L","Fusion":"RGB-LDP","Training Set":"FS (FF)"}. This record does not assert independent reproduction. ### Fusion-SSAT Avg CDF AUC: 0.981. Result ID: 6997f2045698665ec44b5fb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L","Fusion":"RGB-LDP","Training Set":"FR (FF)"}. This record does not assert independent reproduction. ### SSAT Avg CDF AUC: 0.945. Result ID: 6997f2045698665ec44b5faf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"FS (FF)","Publication":"WACV-24"}. This record does not assert independent reproduction. ### GrDT Avg CDF AUC: 0.824. Result ID: 6997f2045698665ec44b5fb4. [Reporting paper]() Recorded evaluation configuration: {"Training Set":"All","Publication":"WACVW-25"}. This record does not assert independent reproduction. ### CLIP Avg CDF AUC: 0.814. Result ID: 6997f2045698665ec44b5fae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Set":"FS (FF)","Publication":"ICML-21"}. This record does not assert independent reproduction. ### MARALIN Avg CDF AUC: 0.796. Result ID: 6997f2045698665ec44b5fb3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Set":"All","Publication":"CVPR-23"}. This record does not assert independent reproduction. ### Xception Avg CDF AUC: 0.74. Result ID: 6997f2045698665ec44b5fad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Set":"FS (FF)","Publication":"CVPR-17"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.