# Covariate Shift Detection on ImageNet Near Shift Source: [Covariate Shift Detection on ImageNet Near Shift]() Collection index: [llms.txt]() Data updated: 2026-06-01T09:39:09.918Z Evaluation of model performance in detecting covariate shift using the ImageNet Near Shift 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 Near Shift | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | S-PUNA | 97.89 | Not recorded | 6a1d122bdbd7150506f84099 | | S-PUNA | 95.81 | Not recorded | 6a1d122bdbd7150506f84099 | | Dist-PU | 84.48 | Not recorded | 6a1d122bdbd7150506f84099 | | LaGAM | 83.01 | Not recorded | 6a1d122bdbd7150506f84099 | | saPU | 82.93 | Not recorded | 6a1d122bdbd7150506f84099 | | Dc-PU | 60.61 | Not recorded | 6a1d122bdbd7150506f84099 | | k-NN | 54.4 | Not recorded | 6a1d122bdbd7150506f84099 | ### S-PUNA AUROC: 97.89. Result ID: 6a1d5321fbc373592c16eb15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"classifier":"true"}. This record does not assert independent reproduction. ### S-PUNA AUROC: 95.81. Result ID: 6a1d5321fbc373592c16eb14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"classifier":"false"}. This record does not assert independent reproduction. ### Dist-PU AUROC: 84.48. Result ID: 6a1d5321fbc373592c16eb10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LaGAM AUROC: 83.01. Result ID: 6a1d5321fbc373592c16eb13. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### saPU AUROC: 82.93. Result ID: 6a1d5321fbc373592c16eb11. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Dc-PU AUROC: 60.61. Result ID: 6a1d5321fbc373592c16eb12. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### k-NN AUROC: 54.4. Result ID: 6a1d5321fbc373592c16eb0f. [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.