# Deepfake Detection on DFDC 10 (test) Source: [Deepfake Detection on DFDC 10 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:56.900Z Evaluation of Deepfake Detection performance on the test split of the DFDC 10 dataset. 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) | DFDC 10 (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 | 96.9 | Not recorded | 6937ad5f6cfd488761a4ed68 | | LR-GCN | 96.9 | Not recorded | 6937ad5f6cfd488761a4ed68 | | LR-GCN | 96.2 | Not recorded | 6937ad5f6cfd488761a4ed68 | | F3-net | 95.7 | Not recorded | 6937ad5f6cfd488761a4ed68 | | Xception | 95.3 | Not recorded | 6937ad5f6cfd488761a4ed68 | | CORE | 95 | Not recorded | 6937ad5f6cfd488761a4ed68 | | RECCE | 94 | Not recorded | 6937ad5f6cfd488761a4ed68 | | DFIL | 94 | Not recorded | 6937ad5f6cfd488761a4ed68 | | DFGaze | 91.5 | Not recorded | 6937ad5f6cfd488761a4ed68 | | TALL-Swin | 91.1 | Not recorded | 6937ad5f6cfd488761a4ed68 | | MaskRelation | 91 | Not recorded | 6937ad5f6cfd488761a4ed68 | | Xception | 90.8 | Not recorded | 6937ad5f6cfd488761a4ed68 | | CORE | 90.7 | Not recorded | 6937ad5f6cfd488761a4ed68 | | RECCE | 90 | Not recorded | 6937ad5f6cfd488761a4ed68 | | UCF | 89 | Not recorded | 6937ad5f6cfd488761a4ed68 | | DFIL | 88.6 | Not recorded | 6937ad5f6cfd488761a4ed68 | | TALL-Swin | 87.2 | Not recorded | 6937ad5f6cfd488761a4ed68 | | UCF | 87.1 | Not recorded | 6937ad5f6cfd488761a4ed68 | | MaskRelation | 86.8 | Not recorded | 6937ad5f6cfd488761a4ed68 | | Xception | 86.4 | Not recorded | 6937ad5f6cfd488761a4ed68 | | F3-net | 86.4 | Not recorded | 6937ad5f6cfd488761a4ed68 | | CORE | 86.3 | Not recorded | 6937ad5f6cfd488761a4ed68 | | RECCE | 86.1 | Not recorded | 6937ad5f6cfd488761a4ed68 | | DFIL | 85.5 | Not recorded | 6937ad5f6cfd488761a4ed68 | | UCF | 85.1 | Not recorded | 6937ad5f6cfd488761a4ed68 | | F3-net | 85 | Not recorded | 6937ad5f6cfd488761a4ed68 | | TALL-Swin | 84.5 | Not recorded | 6937ad5f6cfd488761a4ed68 | | MaskRelation | 83.7 | Not recorded | 6937ad5f6cfd488761a4ed68 | | DFGaze | 81.8 | Not recorded | 6937ad5f6cfd488761a4ed68 | | DFGaze | 79.8 | Not recorded | 6937ad5f6cfd488761a4ed68 | ### LR-GCN Accuracy: 96.9. Result ID: 699876675698665ec4d6d679. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.0"}. This record does not assert independent reproduction. ### LR-GCN Accuracy: 96.9. Result ID: 699876675698665ec4d6d67a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.4"}. This record does not assert independent reproduction. ### LR-GCN Accuracy: 96.2. Result ID: 699876675698665ec4d6d67b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.8"}. This record does not assert independent reproduction. ### F3-net Accuracy: 95.7. Result ID: 699876675698665ec4d6d661. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.0"}. This record does not assert independent reproduction. ### Xception Accuracy: 95.3. Result ID: 699876675698665ec4d6d65e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.0"}. This record does not assert independent reproduction. ### CORE Accuracy: 95. Result ID: 699876675698665ec4d6d667. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.0"}. This record does not assert independent reproduction. ### RECCE Accuracy: 94. Result ID: 699876675698665ec4d6d664. [Reporting paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.0"}. This record does not assert independent reproduction. ### DFIL Accuracy: 94. Result ID: 699876675698665ec4d6d66d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.0"}. This record does not assert independent reproduction. ### DFGaze Accuracy: 91.5. Result ID: 699876675698665ec4d6d673. [Reporting paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.0"}. This record does not assert independent reproduction. ### TALL-Swin Accuracy: 91.1. Result ID: 699876675698665ec4d6d670. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.0"}. This record does not assert independent reproduction. ### MaskRelation Accuracy: 91. Result ID: 699876675698665ec4d6d676. [Reporting paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.0"}. This record does not assert independent reproduction. ### Xception Accuracy: 90.8. Result ID: 699876675698665ec4d6d65f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.4"}. This record does not assert independent reproduction. ### CORE Accuracy: 90.7. Result ID: 699876675698665ec4d6d668. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.4"}. This record does not assert independent reproduction. ### RECCE Accuracy: 90. Result ID: 699876675698665ec4d6d665. [Reporting paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.4"}. This record does not assert independent reproduction. ### UCF Accuracy: 89. Result ID: 699876675698665ec4d6d66a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.0"}. This record does not assert independent reproduction. ### DFIL Accuracy: 88.6. Result ID: 699876675698665ec4d6d66e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.4"}. This record does not assert independent reproduction. ### TALL-Swin Accuracy: 87.2. Result ID: 699876675698665ec4d6d671. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.4"}. This record does not assert independent reproduction. ### UCF Accuracy: 87.1. Result ID: 699876675698665ec4d6d66b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.4"}. This record does not assert independent reproduction. ### MaskRelation Accuracy: 86.8. Result ID: 699876675698665ec4d6d677. [Reporting paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.4"}. This record does not assert independent reproduction. ### Xception Accuracy: 86.4. Result ID: 699876675698665ec4d6d660. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.8"}. This record does not assert independent reproduction. ### F3-net Accuracy: 86.4. Result ID: 699876675698665ec4d6d662. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.4"}. This record does not assert independent reproduction. ### CORE Accuracy: 86.3. Result ID: 699876675698665ec4d6d669. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.8"}. This record does not assert independent reproduction. ### RECCE Accuracy: 86.1. Result ID: 699876675698665ec4d6d666. [Reporting paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.8"}. This record does not assert independent reproduction. ### DFIL Accuracy: 85.5. Result ID: 699876675698665ec4d6d66f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.8"}. This record does not assert independent reproduction. ### UCF Accuracy: 85.1. Result ID: 699876675698665ec4d6d66c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.8"}. This record does not assert independent reproduction. ### F3-net Accuracy: 85. Result ID: 699876675698665ec4d6d663. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Image-based","mr":"0.8"}. This record does not assert independent reproduction. ### TALL-Swin Accuracy: 84.5. Result ID: 699876675698665ec4d6d672. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.8"}. This record does not assert independent reproduction. ### MaskRelation Accuracy: 83.7. Result ID: 699876675698665ec4d6d678. [Reporting paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.8"}. This record does not assert independent reproduction. ### DFGaze Accuracy: 81.8. Result ID: 699876675698665ec4d6d674. [Reporting paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.4"}. This record does not assert independent reproduction. ### DFGaze Accuracy: 79.8. Result ID: 699876675698665ec4d6d675. [Reporting paper]() Recorded evaluation configuration: {"Type":"Video-based","mr":"0.8"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.