# OOD Detection on ImageNet100 (ID) vs SUN (OOD) (test) Source: [OOD Detection on ImageNet100 (ID) vs SUN (OOD) (test)]() Collection index: [llms.txt]() Data updated: 2026-05-21T11:34:41.021Z Evaluation of Out-of-Distribution Detection performance where ImageNet100 serves as the in-distribution dataset and SUN is used as the out-of-distribution test set. 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 | OOD Detection | | Dataset (including any stated split) | ImageNet100 (In-distribution) vs SUN (OOD) (test) | | Metric | FPR@95 | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 14 of 14 | | 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 | 3.3 | Not recorded | 69f03f5155a3c32af89fa34a | | CSP | 4.54 | Not recorded | 69f03f5155a3c32af89fa34a | | LoCoOp | 10.23 | Not recorded | 69f03f5155a3c32af89fa34a | | NegLabel | 11.54 | Not recorded | 69f03f5155a3c32af89fa34a | | CoOp | 13.06 | Not recorded | 69f03f5155a3c32af89fa34a | | FA | 13.35 | Not recorded | 69f03f5155a3c32af89fa34a | | EIHF | 23.83 | Not recorded | 6a0e916ef984739ed6738971 | | SSD+ | 30.34 | Not recorded | 6a0e916ef984739ed6738971 | | MCM | 36.48 | Not recorded | 69f03f5155a3c32af89fa34a | | AdaND | 37.31 | Not recorded | 69f03f5155a3c32af89fa34a | | DPL | 38.7 | Not recorded | 6a0e916ef984739ed6738971 | | KNN+ | 41.85 | Not recorded | 6a0e916ef984739ed6738971 | | CIDER | 42.26 | Not recorded | 6a0e916ef984739ed6738971 | | PALM | 42.37 | Not recorded | 6a0e916ef984739ed6738971 | ### DynProto FPR@95: 3.3. Result ID: 69f078fc47f34ce924d69400. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16"}. This record does not assert independent reproduction. ### CSP FPR@95: 4.54. Result ID: 69f078fc47f34ce924d693ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16"}. This record does not assert independent reproduction. ### LoCoOp FPR@95: 10.23. Result ID: 69f078fc47f34ce924d693fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16"}. This record does not assert independent reproduction. ### NegLabel FPR@95: 11.54. Result ID: 69f078fc47f34ce924d693fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16"}. This record does not assert independent reproduction. ### CoOp FPR@95: 13.06. Result ID: 69f078fc47f34ce924d693fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16"}. This record does not assert independent reproduction. ### FA FPR@95: 13.35. Result ID: 69f078fc47f34ce924d693fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16"}. This record does not assert independent reproduction. ### EIHF FPR@95: 23.83. Result ID: 6a0eedcafbc373592c072e8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### SSD+ FPR@95: 30.34. Result ID: 6a0eedcafbc373592c072e87. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### MCM FPR@95: 36.48. Result ID: 69f078fc47f34ce924d693f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16"}. This record does not assert independent reproduction. ### AdaND FPR@95: 37.31. Result ID: 69f078fc47f34ce924d693fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16"}. This record does not assert independent reproduction. ### DPL FPR@95: 38.7. Result ID: 6a0eedcafbc373592c072e8b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### KNN+ FPR@95: 41.85. Result ID: 6a0eedcafbc373592c072e88. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CIDER FPR@95: 42.26. Result ID: 6a0eedcafbc373592c072e89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### PALM FPR@95: 42.37. Result ID: 6a0eedcafbc373592c072e8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.