# Deepfake Detection on Face Editing Source: [Deepfake Detection on Face Editing]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:17.327Z Evaluation of Deepfake Detection performance on the Face Editing dataset, reporting Precision, Recall, and F1 scores. 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) | Face Editing | | Metric | Precision | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | MagDR (CD+DD) | 100 | Not recorded | 68fa699d1e209131cea23173 | | DD | 99 | Not recorded | 68fa699d1e209131cea23173 | | CD | 98 | Not recorded | 68fa699d1e209131cea23173 | | DD | 96 | Not recorded | 68fa699d1e209131cea23173 | | CD | 96 | Not recorded | 68fa699d1e209131cea23173 | | MagDR (CD+DD) | 96 | Not recorded | 68fa699d1e209131cea23173 | | Meng et al. | 90 | Not recorded | 68fa699d1e209131cea23173 | | NNIF et al. | 83 | Not recorded | 68fa699d1e209131cea23173 | | NNIF et al. | 83 | Not recorded | 68fa699d1e209131cea23173 | | Lu et al. | 66 | Not recorded | 68fa699d1e209131cea23173 | | Lu et al. | 62 | Not recorded | 68fa699d1e209131cea23173 | | Meng et al. | 53 | Not recorded | 68fa699d1e209131cea23173 | | OTD | 52 | Not recorded | 68fa699d1e209131cea23173 | | Metzen et al. | 50 | Not recorded | 68fa699d1e209131cea23173 | | Metzen et al. | 48 | Not recorded | 68fa699d1e209131cea23173 | | OTD | 20 | Not recorded | 68fa699d1e209131cea23173 | ### MagDR (CD+DD) Precision: 100. Result ID: 698dc6ed8b517eb43323a875. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Method":"PGD"}. This record does not assert independent reproduction. ### DD Precision: 99. Result ID: 698dc6ed8b517eb43323a871. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Method":"PGD"}. This record does not assert independent reproduction. ### CD Precision: 98. Result ID: 698dc6ed8b517eb43323a873. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Method":"PGD"}. This record does not assert independent reproduction. ### DD Precision: 96. Result ID: 698dc6ed8b517eb43323a870. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Method":"C&W"}. This record does not assert independent reproduction. ### CD Precision: 96. Result ID: 698dc6ed8b517eb43323a872. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Method":"C&W"}. This record does not assert independent reproduction. ### MagDR (CD+DD) Precision: 96. Result ID: 698dc6ed8b517eb43323a874. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Method":"C&W"}. This record does not assert independent reproduction. ### Meng et al. Precision: 90. Result ID: 698dc6ed8b517eb43323a86b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"PGD"}. This record does not assert independent reproduction. ### NNIF et al. Precision: 83. Result ID: 698dc6ed8b517eb43323a86e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"C&W"}. This record does not assert independent reproduction. ### NNIF et al. Precision: 83. Result ID: 698dc6ed8b517eb43323a86f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"PGD"}. This record does not assert independent reproduction. ### Lu et al. Precision: 66. Result ID: 698dc6ed8b517eb43323a867. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"PGD"}. This record does not assert independent reproduction. ### Lu et al. Precision: 62. Result ID: 698dc6ed8b517eb43323a866. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"C&W"}. This record does not assert independent reproduction. ### Meng et al. Precision: 53. Result ID: 698dc6ed8b517eb43323a86a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"C&W"}. This record does not assert independent reproduction. ### OTD Precision: 52. Result ID: 698dc6ed8b517eb43323a86d. [Reporting paper]() Recorded evaluation configuration: {"Attack Method":"PGD"}. This record does not assert independent reproduction. ### Metzen et al. Precision: 50. Result ID: 698dc6ed8b517eb43323a869. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"PGD"}. This record does not assert independent reproduction. ### Metzen et al. Precision: 48. Result ID: 698dc6ed8b517eb43323a868. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"C&W"}. This record does not assert independent reproduction. ### OTD Precision: 20. Result ID: 698dc6ed8b517eb43323a86c. [Reporting paper]() Recorded evaluation configuration: {"Attack Method":"C&W"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.