# OOD Detection on MLAAD v5 Source: [OOD Detection on MLAAD v5]() Collection index: [llms.txt]() Data updated: 2026-06-11T08:35:41.496Z Evaluation of Out-of-Distribution (OOD) detection performance on the MLAAD v5 dataset, reporting metrics such as Accuracy and FPR@95. 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 | OOD Detection | | Dataset (including any stated split) | MLAAD v5 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 3 of 3 | | 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. - [FPR@95](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Proxy-Anchor | 89.2 | Not recorded | 6a28f37890966ade919c19b9 | | Kulkarni et al. | 44.82 | Not recorded | 6a28f37890966ade919c19b9 | ### Proxy-Anchor Accuracy: 89.2. Result ID: 6a2a7257fbc373592c278b9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Kulkarni et al. Accuracy: 44.82. Result ID: 6a2a7257fbc373592c278b98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.