# Deep Face Attribution on OW-DFA (Novel) Source: [Deep Face Attribution on OW-DFA (Novel)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:53.275Z Evaluation of Deep Face Attribution performance on the OW-DFA (Novel) dataset, reporting metrics such as Accuracy (ACC), Normalized Mutual Information (NMI), and Adjusted Rand Index (ARI). 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 | Deep Face Attribution | | Dataset (including any stated split) | OW-DFA (Novel) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. - [NMI](): Higher is better; unit: PERCENT. - [ARI](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Upper Bound | 95.4 | Not recorded | 6940e77e456146936284f6ed | | Upper Bound | 94.2 | Not recorded | 6940e77e456146936284f6ed | | Ours | 81.2 | Not recorded | 6940e77e456146936284f6ed | | CPL | 71.9 | Not recorded | 6940e77e456146936284f6ed | | NACH | 70.1 | Not recorded | 6940e77e456146936284f6ed | | ORCA | 66.3 | Not recorded | 6940e77e456146936284f6ed | | Ours | 64.8 | Not recorded | 6940e77e456146936284f6ed | | CPL | 59.9 | Not recorded | 6940e77e456146936284f6ed | | NACH | 53.9 | Not recorded | 6940e77e456146936284f6ed | | ORCA | 53.8 | Not recorded | 6940e77e456146936284f6ed | | RankStats | 49.9 | Not recorded | 6940e77e456146936284f6ed | | OW-GAN | 46.7 | Not recorded | 6940e77e456146936284f6ed | | OpenLDN | 45.8 | Not recorded | 6940e77e456146936284f6ed | | RankStats | 45.3 | Not recorded | 6940e77e456146936284f6ed | | OpenLDN | 42.2 | Not recorded | 6940e77e456146936284f6ed | | OW-GAN | 38.9 | Not recorded | 6940e77e456146936284f6ed | | DNA-Det | 34.8 | Not recorded | 6940e77e456146936284f6ed | | DNA-Det | 28.4 | Not recorded | 6940e77e456146936284f6ed | ### Upper Bound Accuracy: 95.4. Result ID: 69984df95698665ec4ab6d2e. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Protocol-1"}. This record does not assert independent reproduction. ### Upper Bound Accuracy: 94.2. Result ID: 69984df95698665ec4ab6d37. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Protocol-2"}. This record does not assert independent reproduction. ### Ours Accuracy: 81.2. Result ID: 69984df95698665ec4ab6d36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Protocol-1"}. This record does not assert independent reproduction. ### CPL Accuracy: 71.9. Result ID: 69984df95698665ec4ab6d35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Protocol-1"}. This record does not assert independent reproduction. ### NACH Accuracy: 70.1. Result ID: 69984df95698665ec4ab6d34. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Protocol-1"}. This record does not assert independent reproduction. ### ORCA Accuracy: 66.3. Result ID: 69984df95698665ec4ab6d32. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Protocol-1"}. This record does not assert independent reproduction. ### Ours Accuracy: 64.8. Result ID: 69984df95698665ec4ab6d3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Protocol-2"}. This record does not assert independent reproduction. ### CPL Accuracy: 59.9. Result ID: 69984df95698665ec4ab6d3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Protocol-2"}. This record does not assert independent reproduction. ### NACH Accuracy: 53.9. Result ID: 69984df95698665ec4ab6d3d. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Protocol-2"}. This record does not assert independent reproduction. ### ORCA Accuracy: 53.8. Result ID: 69984df95698665ec4ab6d3b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Protocol-2"}. This record does not assert independent reproduction. ### RankStats Accuracy: 49.9. Result ID: 69984df95698665ec4ab6d31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Protocol-1"}. This record does not assert independent reproduction. ### OW-GAN Accuracy: 46.7. Result ID: 69984df95698665ec4ab6d39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Protocol-2"}. This record does not assert independent reproduction. ### OpenLDN Accuracy: 45.8. Result ID: 69984df95698665ec4ab6d33. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Protocol-1"}. This record does not assert independent reproduction. ### RankStats Accuracy: 45.3. Result ID: 69984df95698665ec4ab6d3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Protocol-2"}. This record does not assert independent reproduction. ### OpenLDN Accuracy: 42.2. Result ID: 69984df95698665ec4ab6d3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Protocol-2"}. This record does not assert independent reproduction. ### OW-GAN Accuracy: 38.9. Result ID: 69984df95698665ec4ab6d30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Protocol-1"}. This record does not assert independent reproduction. ### DNA-Det Accuracy: 34.8. Result ID: 69984df95698665ec4ab6d2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Protocol-1"}. This record does not assert independent reproduction. ### DNA-Det Accuracy: 28.4. Result ID: 69984df95698665ec4ab6d38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Protocol-2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.