# Deepfake Detection on Celeb-DF CD1 v1 Source: [Deepfake Detection on Celeb-DF CD1 v1]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:30.560Z Evaluation of Deepfake Detection performance on the Celeb-DF CD1 v1 dataset, measured using 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 CD1 v1 | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | ICT-Ref | 96.41 | Not recorded | 68fa6c2a1e209131cea32799 | | ICT | 81.43 | Not recorded | 68fa6c2a1e209131cea32799 | | DSP-FWA | 78.51 | Not recorded | 68fa6c2a1e209131cea32799 | | Xcep-c23 | 74.97 | Not recorded | 68fa6c2a1e209131cea32799 | | Face X-ray | 74.76 | Not recorded | 68fa6c2a1e209131cea32799 | | FFD | 74.15 | Not recorded | 68fa6c2a1e209131cea32799 | | FWA | 72.88 | Not recorded | 68fa6c2a1e209131cea32799 | | Multi-task | 72.28 | Not recorded | 68fa6c2a1e209131cea32799 | | Capsule | 69.98 | Not recorded | 68fa6c2a1e209131cea32799 | | Patch-Foren | 59.66 | Not recorded | 68fa6c2a1e209131cea32799 | | CNNDetect | 56.12 | Not recorded | 68fa6c2a1e209131cea32799 | | Xcep-c0 | 48.08 | Not recorded | 68fa6c2a1e209131cea32799 | | MesoInc4 | 42.26 | Not recorded | 68fa6c2a1e209131cea32799 | ### ICT-Ref AUC: 96.41. Result ID: 698ee5a2a4474a45981feb8e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction. ### ICT AUC: 81.43. Result ID: 698ee5a2a4474a45981feb8d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction. ### DSP-FWA AUC: 78.51. Result ID: 698ee5a2a4474a45981feb88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction. ### Xcep-c23 AUC: 74.97. Result ID: 698ee5a2a4474a45981feb86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction. ### Face X-ray AUC: 74.76. Result ID: 698ee5a2a4474a45981feb8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction. ### FFD AUC: 74.15. Result ID: 698ee5a2a4474a45981feb8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction. ### FWA AUC: 72.88. Result ID: 698ee5a2a4474a45981feb87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction. ### Multi-task AUC: 72.28. Result ID: 698ee5a2a4474a45981feb82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction. ### Capsule AUC: 69.98. Result ID: 698ee5a2a4474a45981feb84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction. ### Patch-Foren AUC: 59.66. Result ID: 698ee5a2a4474a45981feb8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction. ### CNNDetect AUC: 56.12. Result ID: 698ee5a2a4474a45981feb89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction. ### Xcep-c0 AUC: 48.08. Result ID: 698ee5a2a4474a45981feb85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction. ### MesoInc4 AUC: 42.26. Result ID: 698ee5a2a4474a45981feb83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.