# Deepfake Attribution on OW-DFA-40 Protocol-3 Source: [Deepfake Attribution on OW-DFA-40 Protocol-3]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:52.094Z Evaluation of Deepfake Attribution performance on the OW-DFA-40 Protocol-3 dataset, reporting metrics related to accuracy (ACC), normalized mutual information (NMI), and adjusted rand index (ARI) across all, new, and known classes. 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 Attribution | | Dataset (including any stated split) | OW-DFA-40 Protocol-3 | | Metric | All ACC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [All ACC](): Higher is better; unit: PERCENT. - [All NMI](): Higher is better; unit: PERCENT. - [All ARI](): Higher is better; unit: PERCENT. - [New ACC](): Higher is better; unit: PERCENT. - [New NMI](): Higher is better; unit: PERCENT. - [New ARI](): Higher is better; unit: PERCENT. - [Known ACC](): Higher is better; unit: PERCENT. ## Recorded results | Method | All ACC | Result date | Report paper | | --- | --- | --- | --- | | CAL (w/o KU) | 91.5 | Not recorded | 6940e77e456146936284f6ed | | CAL | 91 | Not recorded | 6940e77e456146936284f6ed | | CDAL | 87.3 | Not recorded | 6940e77e456146936284f6ed | | CPL | 86.3 | Not recorded | 6940e77e456146936284f6ed | | SimGCD | 85.6 | Not recorded | 6940e77e456146936284f6ed | | OwMatch | 84.3 | Not recorded | 6940e77e456146936284f6ed | | PALGCD | 83.3 | Not recorded | 6940e77e456146936284f6ed | | LegoGCD | 82 | Not recorded | 6940e77e456146936284f6ed | | LPS | 80 | Not recorded | 6940e77e456146936284f6ed | | ProtoGCD | 78.2 | Not recorded | 6940e77e456146936284f6ed | ### CAL (w/o KU) All ACC: 91.5. Result ID: 69984df95698665ec4ab6d1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge of number of novel forgery types (KU)":"unknown"}. This record does not assert independent reproduction. ### CAL All ACC: 91. Result ID: 69984df95698665ec4ab6d1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge of number of novel forgery types (KU)":"known"}. This record does not assert independent reproduction. ### CDAL All ACC: 87.3. Result ID: 69984df95698665ec4ab6d19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge of number of novel forgery types (KU)":"known"}. This record does not assert independent reproduction. ### CPL All ACC: 86.3. Result ID: 69984df95698665ec4ab6d18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge of number of novel forgery types (KU)":"known"}. This record does not assert independent reproduction. ### SimGCD All ACC: 85.6. Result ID: 69984df95698665ec4ab6d12. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Knowledge of number of novel forgery types (KU)":"known"}. This record does not assert independent reproduction. ### OwMatch All ACC: 84.3. Result ID: 69984df95698665ec4ab6d13. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Knowledge of number of novel forgery types (KU)":"known"}. This record does not assert independent reproduction. ### PALGCD All ACC: 83.3. Result ID: 69984df95698665ec4ab6d17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge of number of novel forgery types (KU)":"known"}. This record does not assert independent reproduction. ### LegoGCD All ACC: 82. Result ID: 69984df95698665ec4ab6d15. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Knowledge of number of novel forgery types (KU)":"known"}. This record does not assert independent reproduction. ### LPS All ACC: 80. Result ID: 69984df95698665ec4ab6d14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge of number of novel forgery types (KU)":"known"}. This record does not assert independent reproduction. ### ProtoGCD All ACC: 78.2. Result ID: 69984df95698665ec4ab6d16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge of number of novel forgery types (KU)":"known"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.