# Deepfake Detection on Celeb-DF 9 (test) Source: [Deepfake Detection on Celeb-DF 9 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:56.881Z Evaluation of Deepfake Detection performance on the test split of the Celeb-DF version 9 dataset, measured using Accuracy, F1 score, and 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 9 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LR-GCN | 98.9 | Not recorded | 6937ad5f6cfd488761a4ed68 | | LR-GCN | 97 | Not recorded | 6937ad5f6cfd488761a4ed68 | | F3-net | 96.5 | Not recorded | 6937ad5f6cfd488761a4ed68 | | DFIL | 95.7 | Not recorded | 6937ad5f6cfd488761a4ed68 | | DFGaze | 95.6 | Not recorded | 6937ad5f6cfd488761a4ed68 | | CORE | 95.3 | Not recorded | 6937ad5f6cfd488761a4ed68 | | RECCE | 94.1 | Not recorded | 6937ad5f6cfd488761a4ed68 | | TALL-Swin | 91.3 | Not recorded | 6937ad5f6cfd488761a4ed68 | | MaskRelation | 87.3 | Not recorded | 6937ad5f6cfd488761a4ed68 | | Xception | 86.1 | Not recorded | 6937ad5f6cfd488761a4ed68 | | CORE | 85.8 | Not recorded | 6937ad5f6cfd488761a4ed68 | | LR-GCN | 85.7 | Not recorded | 6937ad5f6cfd488761a4ed68 | | UCF | 85.6 | Not recorded | 6937ad5f6cfd488761a4ed68 | | TALL-Swin | 84.7 | Not recorded | 6937ad5f6cfd488761a4ed68 | | MaskRelation | 81.1 | Not recorded | 6937ad5f6cfd488761a4ed68 | | MaskRelation | 79 | Not recorded | 6937ad5f6cfd488761a4ed68 | | CORE | 76.4 | Not recorded | 6937ad5f6cfd488761a4ed68 | | DFGaze | 75.6 | Not recorded | 6937ad5f6cfd488761a4ed68 | | TALL-Swin | 74.5 | Not recorded | 6937ad5f6cfd488761a4ed68 | | DFIL | 69.5 | Not recorded | 6937ad5f6cfd488761a4ed68 | | F3-net | 69.1 | Not recorded | 6937ad5f6cfd488761a4ed68 | | RECCE | 67.8 | Not recorded | 6937ad5f6cfd488761a4ed68 | | Xception | 63.1 | Not recorded | 6937ad5f6cfd488761a4ed68 | | UCF | 62.6 | Not recorded | 6937ad5f6cfd488761a4ed68 | | DFGaze | 61.2 | Not recorded | 6937ad5f6cfd488761a4ed68 | | DFIL | 51.8 | Not recorded | 6937ad5f6cfd488761a4ed68 | | F3-net | 41.8 | Not recorded | 6937ad5f6cfd488761a4ed68 | | RECCE | 41.4 | Not recorded | 6937ad5f6cfd488761a4ed68 | | Xception | 39.8 | Not recorded | 6937ad5f6cfd488761a4ed68 | | UCF | 39.7 | Not recorded | 6937ad5f6cfd488761a4ed68 | ### LR-GCN Accuracy: 98.9. Result ID: 699876675698665ec4d6d65b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.0"}. This record does not assert independent reproduction. ### LR-GCN Accuracy: 97. Result ID: 699876675698665ec4d6d65c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.4"}. This record does not assert independent reproduction. ### F3-net Accuracy: 96.5. Result ID: 699876675698665ec4d6d643. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.0"}. This record does not assert independent reproduction. ### DFIL Accuracy: 95.7. Result ID: 699876675698665ec4d6d64f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.0"}. This record does not assert independent reproduction. ### DFGaze Accuracy: 95.6. Result ID: 699876675698665ec4d6d655. [Reporting paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.0"}. This record does not assert independent reproduction. ### CORE Accuracy: 95.3. Result ID: 699876675698665ec4d6d649. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.0"}. This record does not assert independent reproduction. ### RECCE Accuracy: 94.1. Result ID: 699876675698665ec4d6d646. [Reporting paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.0"}. This record does not assert independent reproduction. ### TALL-Swin Accuracy: 91.3. Result ID: 699876675698665ec4d6d652. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.0"}. This record does not assert independent reproduction. ### MaskRelation Accuracy: 87.3. Result ID: 699876675698665ec4d6d658. [Reporting paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.0"}. This record does not assert independent reproduction. ### Xception Accuracy: 86.1. Result ID: 699876675698665ec4d6d640. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.0"}. This record does not assert independent reproduction. ### CORE Accuracy: 85.8. Result ID: 699876675698665ec4d6d64a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.4"}. This record does not assert independent reproduction. ### LR-GCN Accuracy: 85.7. Result ID: 699876675698665ec4d6d65d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.8"}. This record does not assert independent reproduction. ### UCF Accuracy: 85.6. Result ID: 699876675698665ec4d6d64c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.0"}. This record does not assert independent reproduction. ### TALL-Swin Accuracy: 84.7. Result ID: 699876675698665ec4d6d653. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.4"}. This record does not assert independent reproduction. ### MaskRelation Accuracy: 81.1. Result ID: 699876675698665ec4d6d659. [Reporting paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.4"}. This record does not assert independent reproduction. ### MaskRelation Accuracy: 79. Result ID: 699876675698665ec4d6d65a. [Reporting paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.8"}. This record does not assert independent reproduction. ### CORE Accuracy: 76.4. Result ID: 699876675698665ec4d6d64b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.8"}. This record does not assert independent reproduction. ### DFGaze Accuracy: 75.6. Result ID: 699876675698665ec4d6d656. [Reporting paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.4"}. This record does not assert independent reproduction. ### TALL-Swin Accuracy: 74.5. Result ID: 699876675698665ec4d6d654. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.8"}. This record does not assert independent reproduction. ### DFIL Accuracy: 69.5. Result ID: 699876675698665ec4d6d650. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.4"}. This record does not assert independent reproduction. ### F3-net Accuracy: 69.1. Result ID: 699876675698665ec4d6d644. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.4"}. This record does not assert independent reproduction. ### RECCE Accuracy: 67.8. Result ID: 699876675698665ec4d6d647. [Reporting paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.4"}. This record does not assert independent reproduction. ### Xception Accuracy: 63.1. Result ID: 699876675698665ec4d6d641. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.4"}. This record does not assert independent reproduction. ### UCF Accuracy: 62.6. Result ID: 699876675698665ec4d6d64d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.4"}. This record does not assert independent reproduction. ### DFGaze Accuracy: 61.2. Result ID: 699876675698665ec4d6d657. [Reporting paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.8"}. This record does not assert independent reproduction. ### DFIL Accuracy: 51.8. Result ID: 699876675698665ec4d6d651. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.8"}. This record does not assert independent reproduction. ### F3-net Accuracy: 41.8. Result ID: 699876675698665ec4d6d645. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.8"}. This record does not assert independent reproduction. ### RECCE Accuracy: 41.4. Result ID: 699876675698665ec4d6d648. [Reporting paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.8"}. This record does not assert independent reproduction. ### Xception Accuracy: 39.8. Result ID: 699876675698665ec4d6d642. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.8"}. This record does not assert independent reproduction. ### UCF Accuracy: 39.7. Result ID: 699876675698665ec4d6d64e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.8"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.