# Out-of-Distribution Detection on ImageNet far-OOD (Average) Source: [Out-of-Distribution Detection on ImageNet far-OOD (Average)]() Collection index: [llms.txt]() Data updated: 2026-04-28T09:08:27.062Z Evaluation of Out-of-Distribution Detection performance using the average results from the ImageNet far-OOD set, 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 far-OOD (Average) | | Metric | FPR@95 | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 | | --- | --- | --- | --- | | DynProto | 10.47 | Not recorded | 69f03f5155a3c32af89fa34a | | DynProto | 20.64 | Not recorded | 69f03f5155a3c32af89fa34a | | CSP | 22.72 | Not recorded | 69f03f5155a3c32af89fa34a | | NegLabel | 30.59 | Not recorded | 69f03f5155a3c32af89fa34a | | SCT | 35.32 | Not recorded | 69f03f5155a3c32af89fa34a | | LoCoOp | 36.81 | Not recorded | 69f03f5155a3c32af89fa34a | | GLMCM | 42.69 | Not recorded | 69f03f5155a3c32af89fa34a | | VIM | 43.7 | Not recorded | 69f03f5155a3c32af89fa34a | | MCM | 51 | Not recorded | 69f03f5155a3c32af89fa34a | | CADRef | 55.5 | Not recorded | 69f03f5155a3c32af89fa34a | | OptFS | 61.74 | Not recorded | 69f03f5155a3c32af89fa34a | | MSP | 61.83 | Not recorded | 69f03f5155a3c32af89fa34a | | ReAct | 67.1 | Not recorded | 69f03f5155a3c32af89fa34a | | Energy | 67.39 | Not recorded | 69f03f5155a3c32af89fa34a | | DICE | 90.5 | Not recorded | 69f03f5155a3c32af89fa34a | | ASH-S | 99.64 | Not recorded | 69f03f5155a3c32af89fa34a | ### DynProto FPR@95: 10.47. Result ID: 69f078fc47f34ce924d692d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50"}. This record does not assert independent reproduction. ### DynProto FPR@95: 20.64. Result ID: 69f078fc47f34ce924d692ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### CSP FPR@95: 22.72. Result ID: 69f078fc47f34ce924d692d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50"}. This record does not assert independent reproduction. ### NegLabel FPR@95: 30.59. Result ID: 69f078fc47f34ce924d692cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50"}. This record does not assert independent reproduction. ### SCT FPR@95: 35.32. Result ID: 69f078fc47f34ce924d692ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50"}. This record does not assert independent reproduction. ### LoCoOp FPR@95: 36.81. Result ID: 69f078fc47f34ce924d692cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50"}. This record does not assert independent reproduction. ### GLMCM FPR@95: 42.69. Result ID: 69f078fc47f34ce924d692cc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50"}. This record does not assert independent reproduction. ### VIM FPR@95: 43.7. Result ID: 69f078fc47f34ce924d692ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### MCM FPR@95: 51. Result ID: 69f078fc47f34ce924d692cb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50"}. This record does not assert independent reproduction. ### CADRef FPR@95: 55.5. Result ID: 69f078fc47f34ce924d692ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### OptFS FPR@95: 61.74. Result ID: 69f078fc47f34ce924d692ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### MSP FPR@95: 61.83. Result ID: 69f078fc47f34ce924d692a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ReAct FPR@95: 67.1. Result ID: 69f078fc47f34ce924d692a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Energy FPR@95: 67.39. Result ID: 69f078fc47f34ce924d692a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### DICE FPR@95: 90.5. Result ID: 69f078fc47f34ce924d692a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ASH-S FPR@95: 99.64. Result ID: 69f078fc47f34ce924d692aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.