# Covariate Shift Detection on ImageNet Far Shift Source: [Covariate Shift Detection on ImageNet Far Shift]() Collection index: [llms.txt]() Data updated: 2026-06-01T09:39:09.941Z Evaluation of model performance in detecting covariate shift using the ImageNet Far 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 Far Shift | | Metric | AUROC (Far Shift) | | 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 (Far Shift)](): Higher is better; unit: PERCENT. - [AUPR (Far Shift)](): Higher is better; unit: PERCENT. - [FPR@95 (Far Shift)](): Lower is better; unit: PERCENT. ## Recorded results | Method | AUROC (Far Shift) | Result date | Report paper | | --- | --- | --- | --- | | S-PUNA | 98.51 | Not recorded | 6a1d122bdbd7150506f84099 | | Dist-PU | 96.7 | Not recorded | 6a1d122bdbd7150506f84099 | | LaGAM | 96.5 | Not recorded | 6a1d122bdbd7150506f84099 | | S-PUNA | 95.95 | Not recorded | 6a1d122bdbd7150506f84099 | | saPU | 95.09 | Not recorded | 6a1d122bdbd7150506f84099 | | k-NN | 74.79 | Not recorded | 6a1d122bdbd7150506f84099 | | Dc-PU | 70.51 | Not recorded | 6a1d122bdbd7150506f84099 | ### S-PUNA AUROC (Far Shift): 98.51. Result ID: 6a1d5321fbc373592c16eb1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"classifier":"true"}. This record does not assert independent reproduction. ### Dist-PU AUROC (Far Shift): 96.7. Result ID: 6a1d5321fbc373592c16eb17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LaGAM AUROC (Far Shift): 96.5. Result ID: 6a1d5321fbc373592c16eb1a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S-PUNA AUROC (Far Shift): 95.95. Result ID: 6a1d5321fbc373592c16eb1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"classifier":"false"}. This record does not assert independent reproduction. ### saPU AUROC (Far Shift): 95.09. Result ID: 6a1d5321fbc373592c16eb18. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### k-NN AUROC (Far Shift): 74.79. Result ID: 6a1d5321fbc373592c16eb16. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Dc-PU AUROC (Far Shift): 70.51. Result ID: 6a1d5321fbc373592c16eb19. [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.