# Shift Detection on TinyImageNet Near shift V2 Source: [Shift Detection on TinyImageNet Near shift V2]() Collection index: [llms.txt]() Data updated: 2026-06-01T09:39:09.788Z Evaluation of model performance on detecting distributional shift using the TinyImageNet Near shift V2 dataset, reporting AUROC, AUPR, and FPR95. 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 | Shift Detection | | Dataset (including any stated split) | TinyImageNet Near shift V2 | | 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: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | Supervised classifier | 100 | Not recorded | 6a1d122bdbd7150506f84099 | | S-PUNA | 100 | Not recorded | 6a1d122bdbd7150506f84099 | | Dist-PU | 99.96 | Not recorded | 6a1d122bdbd7150506f84099 | | LaGAM | 99.93 | Not recorded | 6a1d122bdbd7150506f84099 | | S-PUNA | 99.9 | Not recorded | 6a1d122bdbd7150506f84099 | | Dc-PU | 95.93 | Not recorded | 6a1d122bdbd7150506f84099 | | saPU | 91.73 | Not recorded | 6a1d122bdbd7150506f84099 | | k-NN | 82 | Not recorded | 6a1d122bdbd7150506f84099 | ### Supervised classifier AUROC: 100. Result ID: 6a1d5321fbc373592c16eae7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S-PUNA AUROC: 100. Result ID: 6a1d5321fbc373592c16eae8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier usage":"without classifier"}. This record does not assert independent reproduction. ### Dist-PU AUROC: 99.96. Result ID: 6a1d5321fbc373592c16eae3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LaGAM AUROC: 99.93. Result ID: 6a1d5321fbc373592c16eae6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S-PUNA AUROC: 99.9. Result ID: 6a1d5321fbc373592c16eae9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier usage":"with classifier"}. This record does not assert independent reproduction. ### Dc-PU AUROC: 95.93. Result ID: 6a1d5321fbc373592c16eae5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### saPU AUROC: 91.73. Result ID: 6a1d5321fbc373592c16eae4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### k-NN AUROC: 82. Result ID: 6a1d5321fbc373592c16eae2. [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.