# Out-of-Distribution Detection on CIFAR-100 (ID) vs SVHN (OOD) 1.0 (test) Source: [Out-of-Distribution Detection on CIFAR-100 (ID) vs SVHN (OOD) 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-28T09:08:27.389Z Evaluation of Out-of-Distribution Detection performance using CIFAR-100 as the in-distribution (ID) dataset and SVHN as the out-of-distribution (OOD) dataset, evaluated on the test split using version 1.0 configuration. 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-100 (ID) vs SVHN (OOD) 1.0 (test) | | Metric | FPR@95 | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 | 0.03 | Not recorded | 69f03f5155a3c32af89fa34a | | DynProto | 0.22 | Not recorded | 69f03f5155a3c32af89fa34a | | AdaND | 1.17 | Not recorded | 69f03f5155a3c32af89fa34a | | LoCoOp | 15.67 | Not recorded | 69f03f5155a3c32af89fa34a | | CADRef | 18.28 | Not recorded | 69f03f5155a3c32af89fa34a | | FA | 19.08 | Not recorded | 69f03f5155a3c32af89fa34a | | CoOp | 20.55 | Not recorded | 69f03f5155a3c32af89fa34a | | ASH-S | 24.75 | Not recorded | 69f03f5155a3c32af89fa34a | | VIM | 35.05 | Not recorded | 69f03f5155a3c32af89fa34a | | NegRefine | 55.51 | Not recorded | 69f03f5155a3c32af89fa34a | | DICE | 60.06 | Not recorded | 69f03f5155a3c32af89fa34a | | OptFS | 73.61 | Not recorded | 69f03f5155a3c32af89fa34a | | NegLabel | 81.2 | Not recorded | 69f03f5155a3c32af89fa34a | | MSP | 82.02 | Not recorded | 69f03f5155a3c32af89fa34a | | MCM | 83.53 | Not recorded | 69f03f5155a3c32af89fa34a | | Energy | 88.03 | Not recorded | 69f03f5155a3c32af89fa34a | | ReAct | 96.75 | Not recorded | 69f03f5155a3c32af89fa34a | | CSP | 99.4 | Not recorded | 69f03f5155a3c32af89fa34a | ### DynProto FPR@95: 0.03. Result ID: 69f078fc47f34ce924d6938c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16","External Text":"False"}. This record does not assert independent reproduction. ### DynProto FPR@95: 0.22. Result ID: 69f078fc47f34ce924d69383. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction. ### AdaND FPR@95: 1.17. Result ID: 69f078fc47f34ce924d69388. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16","External Text":"False"}. This record does not assert independent reproduction. ### LoCoOp FPR@95: 15.67. Result ID: 69f078fc47f34ce924d69386. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16","External Text":"False"}. This record does not assert independent reproduction. ### CADRef FPR@95: 18.28. Result ID: 69f078fc47f34ce924d69381. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction. ### FA FPR@95: 19.08. Result ID: 69f078fc47f34ce924d69387. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16","External Text":"False"}. This record does not assert independent reproduction. ### CoOp FPR@95: 20.55. Result ID: 69f078fc47f34ce924d69385. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16","External Text":"False"}. This record does not assert independent reproduction. ### ASH-S FPR@95: 24.75. Result ID: 69f078fc47f34ce924d6937f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction. ### VIM FPR@95: 35.05. Result ID: 69f078fc47f34ce924d69382. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction. ### NegRefine FPR@95: 55.51. Result ID: 69f078fc47f34ce924d6938b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16","External Text":"True"}. This record does not assert independent reproduction. ### DICE FPR@95: 60.06. Result ID: 69f078fc47f34ce924d6937e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction. ### OptFS FPR@95: 73.61. Result ID: 69f078fc47f34ce924d69380. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction. ### NegLabel FPR@95: 81.2. Result ID: 69f078fc47f34ce924d69389. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16","External Text":"True"}. This record does not assert independent reproduction. ### MSP FPR@95: 82.02. Result ID: 69f078fc47f34ce924d6937b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction. ### MCM FPR@95: 83.53. Result ID: 69f078fc47f34ce924d69384. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16","External Text":"False"}. This record does not assert independent reproduction. ### Energy FPR@95: 88.03. Result ID: 69f078fc47f34ce924d6937c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction. ### ReAct FPR@95: 96.75. Result ID: 69f078fc47f34ce924d6937d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction. ### CSP FPR@95: 99.4. Result ID: 69f078fc47f34ce924d6938a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/16","External Text":"True"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.