# Covariate Shift Detection on ImageNet-C Source: [Covariate Shift Detection on ImageNet-C]() Collection index: [llms.txt]() Data updated: 2026-06-01T09:39:09.693Z Evaluation of model performance in detecting covariate shift using the ImageNet-C dataset, reporting AUROC, AUPR, and FPR95 metrics. 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 | Covariate Shift Detection | | Dataset (including any stated split) | ImageNet-C | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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. - [AUPR](): Higher is better; unit: PERCENT. - [FPR@95](): Lower is better; unit: SCALAR. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | Supervised classifier | 99.87 | Not recorded | 6a1d122bdbd7150506f84099 | | Dist-PU | 99.81 | Not recorded | 6a1d122bdbd7150506f84099 | | S-PUNA | 99.67 | Not recorded | 6a1d122bdbd7150506f84099 | | LaGAM | 99.49 | Not recorded | 6a1d122bdbd7150506f84099 | | saPU | 99.06 | Not recorded | 6a1d122bdbd7150506f84099 | | S-PUNA | 98.36 | Not recorded | 6a1d122bdbd7150506f84099 | | KNN | 86.98 | Not recorded | 6a1d122bdbd7150506f84099 | | Dc-PU | 77.44 | Not recorded | 6a1d122bdbd7150506f84099 | ### Supervised classifier AUROC: 99.87. Result ID: 6a1d5321fbc373592c16eac7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Dist-PU AUROC: 99.81. Result ID: 6a1d5321fbc373592c16eac3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S-PUNA AUROC: 99.67. Result ID: 6a1d5321fbc373592c16eac9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"with classifier":"true"}. This record does not assert independent reproduction. ### LaGAM AUROC: 99.49. Result ID: 6a1d5321fbc373592c16eac6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### saPU AUROC: 99.06. Result ID: 6a1d5321fbc373592c16eac4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S-PUNA AUROC: 98.36. Result ID: 6a1d5321fbc373592c16eac8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"with classifier":"false"}. This record does not assert independent reproduction. ### KNN AUROC: 86.98. Result ID: 6a1d5321fbc373592c16eac2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Dc-PU AUROC: 77.44. Result ID: 6a1d5321fbc373592c16eac5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.