# Open-set Few-shot Attribution on OmniFake Part III Source: [Open-set Few-shot Attribution on OmniFake Part III]() Collection index: [llms.txt]() Data updated: 2026-07-01T08:42:16.272Z Evaluation of model performance on the OmniFake Part III dataset under open-set, few-shot attribution settings, 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 Part III | | 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 | 78.98 | Not recorded | 68fa7bc81e209131cea8a6f9 | | FSD | 77.4 | Not recorded | 68fa7bc81e209131cea8a6f9 | | OOC-CLIP | 63.13 | Not recorded | 68fa7bc81e209131cea8a6f9 | | UnivAttr | 61.38 | Not recorded | 68fa7bc81e209131cea8a6f9 | | FSD | 60.81 | Not recorded | 68fa7bc81e209131cea8a6f9 | | ComFor | 60.4 | Not recorded | 68fa7bc81e209131cea8a6f9 | | OmniDFA | 60.26 | Not recorded | 68fa7bc81e209131cea8a6f9 | | CPL | 55.73 | Not recorded | 68fa7bc81e209131cea8a6f9 | | POSE | 53.2 | Not recorded | 68fa7bc81e209131cea8a6f9 | | SiameseNet | 51.04 | Not recorded | 68fa7bc81e209131cea8a6f9 | | DNA-Det | 50.73 | Not recorded | 68fa7bc81e209131cea8a6f9 | | OOC-CLIP | 44.3 | Not recorded | 68fa7bc81e209131cea8a6f9 | | UnivAttr | 42.99 | Not recorded | 68fa7bc81e209131cea8a6f9 | | ComFor | 40.45 | Not recorded | 68fa7bc81e209131cea8a6f9 | | POSE | 38.52 | Not recorded | 68fa7bc81e209131cea8a6f9 | | CPL | 38.31 | Not recorded | 68fa7bc81e209131cea8a6f9 | | SiameseNet | 36.34 | Not recorded | 68fa7bc81e209131cea8a6f9 | | DNA-Det | 29.7 | Not recorded | 68fa7bc81e209131cea8a6f9 | ### OmniDFA Accuracy: 78.98. Result ID: 6a44d2e673d097d845bfa4ac. [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: 77.4. Result ID: 6a44d2e673d097d845bfa4aa. [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: 63.13. Result ID: 6a44d2e673d097d845bfa4a4. [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: 61.38. Result ID: 6a44d2e673d097d845bfa4a6. [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: 60.81. Result ID: 6a44d2e673d097d845bfa4ab. [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: 60.4. Result ID: 6a44d2e673d097d845bfa4a8. [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: 60.26. Result ID: 6a44d2e673d097d845bfa4ad. [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: 55.73. Result ID: 6a44d2e673d097d845bfa49e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### POSE Accuracy: 53.2. Result ID: 6a44d2e673d097d845bfa4a2. [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: 51.04. Result ID: 6a44d2e673d097d845bfa4a0. [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: 50.73. Result ID: 6a44d2e673d097d845bfa49c. [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: 44.3. Result ID: 6a44d2e673d097d845bfa4a5. [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: 42.99. Result ID: 6a44d2e673d097d845bfa4a7. [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: 40.45. Result ID: 6a44d2e673d097d845bfa4a9. [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: 38.52. Result ID: 6a44d2e673d097d845bfa4a3. [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: 38.31. Result ID: 6a44d2e673d097d845bfa49f. [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: 36.34. Result ID: 6a44d2e673d097d845bfa4a1. [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: 29.7. Result ID: 6a44d2e673d097d845bfa49d. [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.