# Open-set Few-shot Attribution on OmniFake Part II Source: [Open-set Few-shot Attribution on OmniFake Part II]() Collection index: [llms.txt]() Data updated: 2026-07-01T08:42:16.253Z Evaluation of model performance on the Open-set Few-shot Attribution task using the OmniFake Part II dataset, 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 II | | 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 | Not recorded | 68fa7bc81e209131cea8a6f9 | | FSD | 75.22 | Not recorded | 68fa7bc81e209131cea8a6f9 | | ComFor | 60.35 | Not recorded | 68fa7bc81e209131cea8a6f9 | | OOC-CLIP | 58.68 | Not recorded | 68fa7bc81e209131cea8a6f9 | | UnivAttr | 57.95 | Not recorded | 68fa7bc81e209131cea8a6f9 | | OmniDFA | 56.11 | Not recorded | 68fa7bc81e209131cea8a6f9 | | FSD | 53.55 | Not recorded | 68fa7bc81e209131cea8a6f9 | | POSE | 52.13 | Not recorded | 68fa7bc81e209131cea8a6f9 | | SiameseNet | 50.52 | Not recorded | 68fa7bc81e209131cea8a6f9 | | DNA-Det | 48.63 | Not recorded | 68fa7bc81e209131cea8a6f9 | | CPL | 48.42 | Not recorded | 68fa7bc81e209131cea8a6f9 | | ComFor | 37.98 | Not recorded | 68fa7bc81e209131cea8a6f9 | | OOC-CLIP | 37.07 | Not recorded | 68fa7bc81e209131cea8a6f9 | | UnivAttr | 35.45 | Not recorded | 68fa7bc81e209131cea8a6f9 | | POSE | 32.47 | Not recorded | 68fa7bc81e209131cea8a6f9 | | SiameseNet | 30.51 | Not recorded | 68fa7bc81e209131cea8a6f9 | | CPL | 28.09 | Not recorded | 68fa7bc81e209131cea8a6f9 | | DNA-Det | 26.65 | Not recorded | 68fa7bc81e209131cea8a6f9 | ### OmniDFA Accuracy: 78. Result ID: 6a44d2e673d097d845bfa49a. [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: 75.22. Result ID: 6a44d2e673d097d845bfa498. [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: 60.35. Result ID: 6a44d2e673d097d845bfa496. [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: 58.68. Result ID: 6a44d2e673d097d845bfa492. [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: 6a44d2e673d097d845bfa494. [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: 56.11. Result ID: 6a44d2e673d097d845bfa49b. [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: 53.55. Result ID: 6a44d2e673d097d845bfa499. [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: 52.13. Result ID: 6a44d2e673d097d845bfa490. [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: 50.52. Result ID: 6a44d2e673d097d845bfa48e. [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: 48.63. Result ID: 6a44d2e673d097d845bfa48a. [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: 48.42. Result ID: 6a44d2e673d097d845bfa48c. [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: 37.98. Result ID: 6a44d2e673d097d845bfa497. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"15-way","K-shot":"10-shot"}. This record does not assert independent reproduction. ### OOC-CLIP Accuracy: 37.07. Result ID: 6a44d2e673d097d845bfa493. [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: 35.45. Result ID: 6a44d2e673d097d845bfa495. [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: 32.47. Result ID: 6a44d2e673d097d845bfa491. [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: 30.51. Result ID: 6a44d2e673d097d845bfa48f. [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: 28.09. Result ID: 6a44d2e673d097d845bfa48d. [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: 26.65. Result ID: 6a44d2e673d097d845bfa48b. [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.