# Out-of-Distribution Detection on ImageNet-1k Near-OOD (val) Source: [Out-of-Distribution Detection on ImageNet-1k Near-OOD (val)]() Collection index: [llms.txt]() Data updated: 2026-04-30T07:24:26.376Z Evaluation of Out-of-Distribution Detection performance using the validation split of the ImageNet-1k Near-OOD dataset, reporting metrics like AUROC and FPR95. 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 | Out-of-Distribution Detection | | Dataset (including any stated split) | ImageNet-1k Near-OOD (val) | | Metric | FPR@95 | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 13 of 13 | | 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 - [FPR@95](): Lower is better; unit: PERCENT. - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | FPR@95 | Result date | Report paper | | --- | --- | --- | --- | | Energy Profile Divergence (EPD) | 65.23 | Not recorded | 69f2e22e55a3c32af89fc781 | | RMDS | 65.38 | Not recorded | 69f2e22e55a3c32af89fc781 | | MDS | 66.11 | Not recorded | 69f2e22e55a3c32af89fc781 | | KNN | 70.47 | Not recorded | 69f2e22e55a3c32af89fc781 | | GEN | 70.78 | Not recorded | 69f2e22e55a3c32af89fc781 | | SHE | 70.88 | Not recorded | 69f2e22e55a3c32af89fc781 | | ViM | 73.75 | Not recorded | 69f2e22e55a3c32af89fc781 | | MSP | 81.88 | Not recorded | 69f2e22e55a3c32af89fc781 | | ReAct | 84.48 | Not recorded | 69f2e22e55a3c32af89fc781 | | TempScale | 84.63 | Not recorded | 69f2e22e55a3c32af89fc781 | | OpenMax | 88.78 | Not recorded | 69f2e22e55a3c32af89fc781 | | ASH | 94.45 | Not recorded | 69f2e22e55a3c32af89fc781 | | GradNorm | 94.72 | Not recorded | 69f2e22e55a3c32af89fc781 | ### Energy Profile Divergence (EPD) FPR@95: 65.23. Result ID: 69f303a547f34ce924d9118a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","ID Accuracy":"81.14%"}. This record does not assert independent reproduction. ### RMDS FPR@95: 65.38. Result ID: 69f303a547f34ce924d91186. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","ID Accuracy":"81.14%"}. This record does not assert independent reproduction. ### MDS FPR@95: 66.11. Result ID: 69f303a547f34ce924d91182. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","ID Accuracy":"81.14%"}. This record does not assert independent reproduction. ### KNN FPR@95: 70.47. Result ID: 69f303a547f34ce924d91181. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","ID Accuracy":"81.14%"}. This record does not assert independent reproduction. ### GEN FPR@95: 70.78. Result ID: 69f303a547f34ce924d9117f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","ID Accuracy":"81.14%"}. This record does not assert independent reproduction. ### SHE FPR@95: 70.88. Result ID: 69f303a547f34ce924d91187. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","ID Accuracy":"81.14%"}. This record does not assert independent reproduction. ### ViM FPR@95: 73.75. Result ID: 69f303a547f34ce924d91188. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","ID Accuracy":"81.14%"}. This record does not assert independent reproduction. ### MSP FPR@95: 81.88. Result ID: 69f303a547f34ce924d91183. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","ID Accuracy":"81.14%"}. This record does not assert independent reproduction. ### ReAct FPR@95: 84.48. Result ID: 69f303a547f34ce924d91185. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","ID Accuracy":"81.14%"}. This record does not assert independent reproduction. ### TempScale FPR@95: 84.63. Result ID: 69f303a547f34ce924d91189. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","ID Accuracy":"81.14%"}. This record does not assert independent reproduction. ### OpenMax FPR@95: 88.78. Result ID: 69f303a547f34ce924d91184. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","ID Accuracy":"81.14%"}. This record does not assert independent reproduction. ### ASH FPR@95: 94.45. Result ID: 69f303a547f34ce924d9117e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","ID Accuracy":"81.14%"}. This record does not assert independent reproduction. ### GradNorm FPR@95: 94.72. Result ID: 69f303a547f34ce924d91180. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","ID Accuracy":"81.14%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.