# Out-of-Distribution Detection on CIFAR-100 (AUROC, FPR@95%TPR) Source: [Out-of-Distribution Detection on CIFAR-100 (AUROC, FPR@95%TPR)]() Collection index: [llms.txt]() Data updated: 2026-03-20T08:33:33.246Z Evaluation of Out-of-Distribution Detection performance using CIFAR-100 as the in-distribution set, reporting AUROC and False Positive Rate at 95% True Positive Rate. 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 | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 34 of 34 | | 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 - [AUROC](): Higher is better; unit: PERCENT. - [FPR@95%TPR](): Lower is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | ComboOOD | 87.7 | Not recorded | 69bcd4680636e5bf4afc285f | | ComboOOD | 85.1 | Not recorded | 69bcd4680636e5bf4afc285f | | CORE | 82.1 | Not recorded | 69bcd4680636e5bf4afc285f | | KNN | 81.5 | Not recorded | 69bcd4680636e5bf4afc285f | | CoRP | 81.5 | Not recorded | 69bcd4680636e5bf4afc285f | | NNGuide | 81.5 | Not recorded | 69bcd4680636e5bf4afc285f | | SCALE | 81.4 | Not recorded | 69bcd4680636e5bf4afc285f | | MDS++ | 81.1 | Not recorded | 69bcd4680636e5bf4afc285f | | MDS++ | 80.9 | Not recorded | 69bcd4680636e5bf4afc285f | | KNN | 80.8 | Not recorded | 69bcd4680636e5bf4afc285f | | ASH | 80.8 | Not recorded | 69bcd4680636e5bf4afc285f | | CORE | 80.8 | Not recorded | 69bcd4680636e5bf4afc285f | | ReAct | 80.4 | Not recorded | 69bcd4680636e5bf4afc285f | | Energy | 80.3 | Not recorded | 69bcd4680636e5bf4afc285f | | ViM | 80.3 | Not recorded | 69bcd4680636e5bf4afc285f | | Max Logit | 80.2 | Not recorded | 69bcd4680636e5bf4afc285f | | NNGuide | 79 | Not recorded | 69bcd4680636e5bf4afc285f | | ViM | 78.5 | Not recorded | 69bcd4680636e5bf4afc285f | | SHE | 78.4 | Not recorded | 69bcd4680636e5bf4afc285f | | MSP | 78.2 | Not recorded | 69bcd4680636e5bf4afc285f | | SCALE | 78.1 | Not recorded | 69bcd4680636e5bf4afc285f | | Mahalanobis | 77.5 | Not recorded | 69bcd4680636e5bf4afc285f | | ASH | 77.4 | Not recorded | 69bcd4680636e5bf4afc285f | | Energy | 77.2 | Not recorded | 69bcd4680636e5bf4afc285f | | Max Logit | 77.2 | Not recorded | 69bcd4680636e5bf4afc285f | | ReAct | 75.9 | Not recorded | 69bcd4680636e5bf4afc285f | | MSP | 74.4 | Not recorded | 69bcd4680636e5bf4afc285f | | CoRP | 74.4 | Not recorded | 69bcd4680636e5bf4afc285f | | CoP | 71.4 | Not recorded | 69bcd4680636e5bf4afc285f | | GradNorm | 70.3 | Not recorded | 69bcd4680636e5bf4afc285f | | Mahalanobis | 66.3 | Not recorded | 69bcd4680636e5bf4afc285f | | SHE | 60.9 | Not recorded | 69bcd4680636e5bf4afc285f | | CoP | 57.4 | Not recorded | 69bcd4680636e5bf4afc285f | | GradNorm | 50.2 | Not recorded | 69bcd4680636e5bf4afc285f | ### ComboOOD AUROC: 87.7. Result ID: 69bd064f47f34ce924a71537. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cat.":"C","Backbone":"R18"}. This record does not assert independent reproduction. ### ComboOOD AUROC: 85.1. Result ID: 69bd064f47f34ce924a71538. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cat.":"C","Backbone":"WRN"}. This record does not assert independent reproduction. ### CORE AUROC: 82.1. Result ID: 69bd064f47f34ce924a71539. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cat.":"C","Backbone":"R18"}. This record does not assert independent reproduction. ### KNN AUROC: 81.5. Result ID: 69bd064f47f34ce924a7151f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"F","Backbone":"R18"}. This record does not assert independent reproduction. ### CoRP AUROC: 81.5. Result ID: 69bd064f47f34ce924a71527. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cat.":"F","Backbone":"R18"}. This record does not assert independent reproduction. ### NNGuide AUROC: 81.5. Result ID: 69bd064f47f34ce924a71535. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"C","Backbone":"R18"}. This record does not assert independent reproduction. ### SCALE AUROC: 81.4. Result ID: 69bd064f47f34ce924a7152d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"S","Backbone":"R18"}. This record does not assert independent reproduction. ### MDS++ AUROC: 81.1. Result ID: 69bd064f47f34ce924a71523. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cat.":"F","Backbone":"R18"}. This record does not assert independent reproduction. ### MDS++ AUROC: 80.9. Result ID: 69bd064f47f34ce924a71524. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cat.":"F","Backbone":"WRN"}. This record does not assert independent reproduction. ### KNN AUROC: 80.8. Result ID: 69bd064f47f34ce924a71520. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"F","Backbone":"WRN"}. This record does not assert independent reproduction. ### ASH AUROC: 80.8. Result ID: 69bd064f47f34ce924a7152b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"S","Backbone":"R18"}. This record does not assert independent reproduction. ### CORE AUROC: 80.8. Result ID: 69bd064f47f34ce924a7153a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cat.":"C","Backbone":"WRN"}. This record does not assert independent reproduction. ### ReAct AUROC: 80.4. Result ID: 69bd064f47f34ce924a71529. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"S","Backbone":"R18"}. This record does not assert independent reproduction. ### Energy AUROC: 80.3. Result ID: 69bd064f47f34ce924a7151b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cat.":"L","Backbone":"R18"}. This record does not assert independent reproduction. ### ViM AUROC: 80.3. Result ID: 69bd064f47f34ce924a7152f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"H","Backbone":"R18"}. This record does not assert independent reproduction. ### Max Logit AUROC: 80.2. Result ID: 69bd064f47f34ce924a7151d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cat.":"L","Backbone":"R18"}. This record does not assert independent reproduction. ### NNGuide AUROC: 79. Result ID: 69bd064f47f34ce924a71536. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"C","Backbone":"WRN"}. This record does not assert independent reproduction. ### ViM AUROC: 78.5. Result ID: 69bd064f47f34ce924a71530. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"H","Backbone":"WRN"}. This record does not assert independent reproduction. ### SHE AUROC: 78.4. Result ID: 69bd064f47f34ce924a71531. [Reporting paper]() Recorded evaluation configuration: {"Cat.":"H","Backbone":"R18"}. This record does not assert independent reproduction. ### MSP AUROC: 78.2. Result ID: 69bd064f47f34ce924a71519. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"L","Backbone":"R18"}. This record does not assert independent reproduction. ### SCALE AUROC: 78.1. Result ID: 69bd064f47f34ce924a7152e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"S","Backbone":"WRN"}. This record does not assert independent reproduction. ### Mahalanobis AUROC: 77.5. Result ID: 69bd064f47f34ce924a71522. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"F","Backbone":"WRN"}. This record does not assert independent reproduction. ### ASH AUROC: 77.4. Result ID: 69bd064f47f34ce924a7152c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"S","Backbone":"WRN"}. This record does not assert independent reproduction. ### Energy AUROC: 77.2. Result ID: 69bd064f47f34ce924a7151c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cat.":"L","Backbone":"WRN"}. This record does not assert independent reproduction. ### Max Logit AUROC: 77.2. Result ID: 69bd064f47f34ce924a7151e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cat.":"L","Backbone":"WRN"}. This record does not assert independent reproduction. ### ReAct AUROC: 75.9. Result ID: 69bd064f47f34ce924a7152a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"S","Backbone":"WRN"}. This record does not assert independent reproduction. ### MSP AUROC: 74.4. Result ID: 69bd064f47f34ce924a7151a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"L","Backbone":"WRN"}. This record does not assert independent reproduction. ### CoRP AUROC: 74.4. Result ID: 69bd064f47f34ce924a71528. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cat.":"F","Backbone":"WRN"}. This record does not assert independent reproduction. ### CoP AUROC: 71.4. Result ID: 69bd064f47f34ce924a71525. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cat.":"F","Backbone":"R18"}. This record does not assert independent reproduction. ### GradNorm AUROC: 70.3. Result ID: 69bd064f47f34ce924a71533. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"H","Backbone":"R18"}. This record does not assert independent reproduction. ### Mahalanobis AUROC: 66.3. Result ID: 69bd064f47f34ce924a71521. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"F","Backbone":"R18"}. This record does not assert independent reproduction. ### SHE AUROC: 60.9. Result ID: 69bd064f47f34ce924a71532. [Reporting paper]() Recorded evaluation configuration: {"Cat.":"H","Backbone":"WRN"}. This record does not assert independent reproduction. ### CoP AUROC: 57.4. Result ID: 69bd064f47f34ce924a71526. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cat.":"F","Backbone":"WRN"}. This record does not assert independent reproduction. ### GradNorm AUROC: 50.2. Result ID: 69bd064f47f34ce924a71534. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cat.":"H","Backbone":"WRN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.