# Open-set Few-shot Attribution on OmniFake Average Source: [Open-set Few-shot Attribution on OmniFake Average]() Collection index: [llms.txt]() Data updated: 2026-07-01T08:42:16.291Z Evaluation of model performance on the OmniFake Average dataset using Open-set Few-shot Attribution, reporting Accuracy and Macro-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 | Open-set Few-shot Attribution | | Dataset (including any stated split) | OmniFake Average | | 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. - [Macro-F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | OmniDFA | 75.34 | Not recorded | 68fa7bc81e209131cea8a6f9 | | FSD | 73.31 | Not recorded | 68fa7bc81e209131cea8a6f9 | | ComFor | 59.86 | Not recorded | 68fa7bc81e209131cea8a6f9 | | OOC-CLIP | 58.81 | Not recorded | 68fa7bc81e209131cea8a6f9 | | UnivAttr | 57.95 | Not recorded | 68fa7bc81e209131cea8a6f9 | | OmniDFA | 53.54 | Not recorded | 68fa7bc81e209131cea8a6f9 | | FSD | 52.28 | Not recorded | 68fa7bc81e209131cea8a6f9 | | POSE | 50.87 | Not recorded | 68fa7bc81e209131cea8a6f9 | | CPL | 50.23 | Not recorded | 68fa7bc81e209131cea8a6f9 | | DNA-Det | 49.47 | Not recorded | 68fa7bc81e209131cea8a6f9 | | SiameseNet | 48.96 | Not recorded | 68fa7bc81e209131cea8a6f9 | | OOC-CLIP | 39.17 | Not recorded | 68fa7bc81e209131cea8a6f9 | | ComFor | 38.75 | Not recorded | 68fa7bc81e209131cea8a6f9 | | UnivAttr | 37.64 | Not recorded | 68fa7bc81e209131cea8a6f9 | | POSE | 33.53 | Not recorded | 68fa7bc81e209131cea8a6f9 | | SiameseNet | 31.72 | Not recorded | 68fa7bc81e209131cea8a6f9 | | CPL | 31.07 | Not recorded | 68fa7bc81e209131cea8a6f9 | | DNA-Det | 28.25 | Not recorded | 68fa7bc81e209131cea8a6f9 | ### OmniDFA Accuracy: 75.34. Result ID: 6a44d2e673d097d845bfa4be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### FSD Accuracy: 73.31. Result ID: 6a44d2e673d097d845bfa4bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### ComFor Accuracy: 59.86. Result ID: 6a44d2e673d097d845bfa4ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### OOC-CLIP Accuracy: 58.81. Result ID: 6a44d2e673d097d845bfa4b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### UnivAttr Accuracy: 57.95. Result ID: 6a44d2e673d097d845bfa4b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### OmniDFA Accuracy: 53.54. Result ID: 6a44d2e673d097d845bfa4bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### FSD Accuracy: 52.28. Result ID: 6a44d2e673d097d845bfa4bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### POSE Accuracy: 50.87. Result ID: 6a44d2e673d097d845bfa4b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### CPL Accuracy: 50.23. Result ID: 6a44d2e673d097d845bfa4b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### DNA-Det Accuracy: 49.47. Result ID: 6a44d2e673d097d845bfa4ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### SiameseNet Accuracy: 48.96. Result ID: 6a44d2e673d097d845bfa4b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### OOC-CLIP Accuracy: 39.17. Result ID: 6a44d2e673d097d845bfa4b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### ComFor Accuracy: 38.75. Result ID: 6a44d2e673d097d845bfa4bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### UnivAttr Accuracy: 37.64. Result ID: 6a44d2e673d097d845bfa4b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### POSE Accuracy: 33.53. Result ID: 6a44d2e673d097d845bfa4b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### SiameseNet Accuracy: 31.72. Result ID: 6a44d2e673d097d845bfa4b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### CPL Accuracy: 31.07. Result ID: 6a44d2e673d097d845bfa4b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### DNA-Det Accuracy: 28.25. Result ID: 6a44d2e673d097d845bfa4af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"10-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.