# Out-of-Distribution Detection on CIFAR-10 (ID) vs Places365 (OOD) Source: [Out-of-Distribution Detection on CIFAR-10 (ID) vs Places365 (OOD)]() Collection index: [llms.txt]() Data updated: 2026-04-28T09:08:26.965Z Evaluation of Out-of-Distribution Detection performance using CIFAR-10 as the in-distribution dataset and Places365 as the out-of-distribution dataset. Metrics reported include 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) | CIFAR-10 (ID) vs Places365 (OOD) | | 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 | 0.18 | Not recorded | 69f03f5155a3c32af89fa34a | | AdaND | 7.42 | Not recorded | 69f03f5155a3c32af89fa34a | | DynProto | 25.81 | Not recorded | 69f03f5155a3c32af89fa34a | | GLMCM | 27.16 | Not recorded | 69f03f5155a3c32af89fa34a | | CSP | 28.34 | Not recorded | 69f03f5155a3c32af89fa34a | | NegRefine | 29.02 | Not recorded | 69f03f5155a3c32af89fa34a | | Energy | 39.98 | Not recorded | 69f03f5155a3c32af89fa34a | | MCM | 40.05 | Not recorded | 69f03f5155a3c32af89fa34a | | CADRef | 43.96 | Not recorded | 69f03f5155a3c32af89fa34a | | DICE | 45.3 | Not recorded | 69f03f5155a3c32af89fa34a | | ASH-S | 48.34 | Not recorded | 69f03f5155a3c32af89fa34a | | VIM | 48.87 | Not recorded | 69f03f5155a3c32af89fa34a | | NegLabel | 50.15 | Not recorded | 69f03f5155a3c32af89fa34a | | OptFS | 51.26 | Not recorded | 69f03f5155a3c32af89fa34a | | MSP | 62.6 | Not recorded | 69f03f5155a3c32af89fa34a | | ReAct | 68.95 | Not recorded | 69f03f5155a3c32af89fa34a | ### DynProto FPR@95: 0.18. Result ID: 69f078fc47f34ce924d69240. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16","Method Category":"Vision Language Model based Methods"}. This record does not assert independent reproduction. ### AdaND FPR@95: 7.42. Result ID: 69f078fc47f34ce924d6923f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16","Method Category":"Vision Language Model based Methods"}. This record does not assert independent reproduction. ### DynProto FPR@95: 25.81. Result ID: 69f078fc47f34ce924d69239. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction. ### GLMCM FPR@95: 27.16. Result ID: 69f078fc47f34ce924d6923b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16","Method Category":"Vision Language Model based Methods"}. This record does not assert independent reproduction. ### CSP FPR@95: 28.34. Result ID: 69f078fc47f34ce924d6923e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16","Method Category":"Vision Language Model based Methods"}. This record does not assert independent reproduction. ### NegRefine FPR@95: 29.02. Result ID: 69f078fc47f34ce924d6923d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16","Method Category":"Vision Language Model based Methods"}. This record does not assert independent reproduction. ### Energy FPR@95: 39.98. Result ID: 69f078fc47f34ce924d69232. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction. ### MCM FPR@95: 40.05. Result ID: 69f078fc47f34ce924d6923a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16","Method Category":"Vision Language Model based Methods"}. This record does not assert independent reproduction. ### CADRef FPR@95: 43.96. Result ID: 69f078fc47f34ce924d69238. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction. ### DICE FPR@95: 45.3. Result ID: 69f078fc47f34ce924d69234. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction. ### ASH-S FPR@95: 48.34. Result ID: 69f078fc47f34ce924d69235. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction. ### VIM FPR@95: 48.87. Result ID: 69f078fc47f34ce924d69237. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction. ### NegLabel FPR@95: 50.15. Result ID: 69f078fc47f34ce924d6923c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16","Method Category":"Vision Language Model based Methods"}. This record does not assert independent reproduction. ### OptFS FPR@95: 51.26. Result ID: 69f078fc47f34ce924d69236. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction. ### MSP FPR@95: 62.6. Result ID: 69f078fc47f34ce924d69231. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction. ### ReAct FPR@95: 68.95. Result ID: 69f078fc47f34ce924d69233. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.