# Anomaly Detection on Vision OOD Textures, Places365, iSUN Source: [Anomaly Detection on Vision OOD Textures, Places365, iSUN]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:55.705Z Evaluation of Anomaly Detection performance across the combined OOD test sets: Vision OOD Textures, Places365, and iSUN. 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 | Anomaly Rejection | | Dataset (including any stated split) | Vision OOD Textures, Places365, iSUN | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | Reference Masking Regularization | 79.56 | Not recorded | 68fa73731e209131cea5c97b | | Reference Masking Regularization | 78.91 | Not recorded | 68fa73731e209131cea5c97b | | Reference Masking Regularization | 77.65 | Not recorded | 68fa73731e209131cea5c97b | | Standard Training | 77.29 | Not recorded | 68fa73731e209131cea5c97b | | Standard Training | 77.13 | Not recorded | 68fa73731e209131cea5c97b | | Reference Masking Regularization | 76.88 | Not recorded | 68fa73731e209131cea5c97b | | Standard Training | 76.54 | Not recorded | 68fa73731e209131cea5c97b | | Standard Training | 75.89 | Not recorded | 68fa73731e209131cea5c97b | ### Reference Masking Regularization AUROC: 79.56. Result ID: 6992ed033a6c3148491267a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SWINV2-S"}. This record does not assert independent reproduction. ### Reference Masking Regularization AUROC: 78.91. Result ID: 6992ed033a6c3148491267a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SWINv2-B"}. This record does not assert independent reproduction. ### Reference Masking Regularization AUROC: 77.65. Result ID: 6992ed033a6c3148491267a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SWINv2-T"}. This record does not assert independent reproduction. ### Standard Training AUROC: 77.29. Result ID: 6992ed033a6c3148491267a5. [Reporting paper]() Recorded evaluation configuration: {"Model":"VITb16"}. This record does not assert independent reproduction. ### Standard Training AUROC: 77.13. Result ID: 6992ed033a6c3148491267a3. [Reporting paper]() Recorded evaluation configuration: {"Model":"SWINV2-S"}. This record does not assert independent reproduction. ### Reference Masking Regularization AUROC: 76.88. Result ID: 6992ed033a6c3148491267a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"VITb16"}. This record does not assert independent reproduction. ### Standard Training AUROC: 76.54. Result ID: 6992ed033a6c3148491267a1. [Reporting paper]() Recorded evaluation configuration: {"Model":"SWINv2-T"}. This record does not assert independent reproduction. ### Standard Training AUROC: 75.89. Result ID: 6992ed033a6c3148491267a7. [Reporting paper]() Recorded evaluation configuration: {"Model":"SWINv2-B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.