# Deepfake Attribution on OW-DFA-40 Protocol-1 Source: [Deepfake Attribution on OW-DFA-40 Protocol-1]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:52.209Z Evaluation of Deepfake Attribution performance on the OW-DFA-40 Protocol-1 dataset, reporting metrics related to accuracy, normalized mutual information (NMI), and adjusted rand index (ARI) across known and new 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-1 | | Metric | All Accuracy | | 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 Accuracy](): Higher is better; unit: PERCENT. - [All NMI](): Higher is better; unit: PERCENT. - [All ARI](): Higher is better; unit: PERCENT. - [New Accuracy](): Higher is better; unit: PERCENT. - [New NMI](): Higher is better; unit: PERCENT. - [New ARI](): Higher is better; unit: PERCENT. - [Known Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | All Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CAL | 88.3 | Not recorded | 6940e77e456146936284f6ed | | CAL (w/o KU) | 87.5 | Not recorded | 6940e77e456146936284f6ed | | CDAL | 84.3 | Not recorded | 6940e77e456146936284f6ed | | CPL | 82.6 | Not recorded | 6940e77e456146936284f6ed | | PALGCD | 76.5 | Not recorded | 6940e77e456146936284f6ed | | LPS | 76.1 | Not recorded | 6940e77e456146936284f6ed | | OwMatch | 74.1 | Not recorded | 6940e77e456146936284f6ed | | SimGCD | 73.3 | Not recorded | 6940e77e456146936284f6ed | | LegoGCD | 70.9 | Not recorded | 6940e77e456146936284f6ed | | ProtoGCD | 62.9 | Not recorded | 6940e77e456146936284f6ed | ### CAL All Accuracy: 88.3. Result ID: 69984df95698665ec4ab6d07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge of number of novel forgery types (KU)":"known"}. This record does not assert independent reproduction. ### CAL (w/o KU) All Accuracy: 87.5. Result ID: 69984df95698665ec4ab6d06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge of number of novel forgery types (KU)":"unknown"}. This record does not assert independent reproduction. ### CDAL All Accuracy: 84.3. Result ID: 69984df95698665ec4ab6d05. [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 Accuracy: 82.6. Result ID: 69984df95698665ec4ab6d04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge of number of novel forgery types (KU)":"known"}. This record does not assert independent reproduction. ### PALGCD All Accuracy: 76.5. Result ID: 69984df95698665ec4ab6d03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge of number of novel forgery types (KU)":"known"}. This record does not assert independent reproduction. ### LPS All Accuracy: 76.1. Result ID: 69984df95698665ec4ab6d00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge of number of novel forgery types (KU)":"known"}. This record does not assert independent reproduction. ### OwMatch All Accuracy: 74.1. Result ID: 69984df95698665ec4ab6cff. [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. ### SimGCD All Accuracy: 73.3. Result ID: 69984df95698665ec4ab6cfe. [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. ### LegoGCD All Accuracy: 70.9. Result ID: 69984df95698665ec4ab6d01. [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. ### ProtoGCD All Accuracy: 62.9. Result ID: 69984df95698665ec4ab6d02. [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.