ResearchBenchmarksCovariate Shift Detection on ImageNet Overall AverageCovariate Shift Detection on ImageNet Overall AverageFollow98.61AUROCSupervised classifier63.229272.414681.690.7854May 29, 2026Evaluation resultsMethodMethodLinksAUROCAUPRFPR@95Supervised classifier2026.0598.6199.146.34S-PUNAwith classifier=truewith classifier=true2026.0598.2998.52S-PUNAwith classifier=falsewith classifier=false2026.0595.8897.7919.57Dist-PU2026.0590.5991.9226.56LaGAM2026.0589.7590.3841.38saPU2026.0589.0186.6848.18Dc-PU2026.0565.5653.6287.59KNN2026.0564.5975.8571.73