# OOD Detection on CIFAR-100 (ID) vs TImageNet (OOD) (test) Source: [OOD Detection on CIFAR-100 (ID) vs TImageNet (OOD) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:36.899Z Evaluation of Out-of-Distribution detection performance using CIFAR-100 as the in-distribution dataset and TImageNet as the out-of-distribution dataset, measured by AUPR. 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 | OOD Detection | | Dataset (including any stated split) | TImageNet In-distribution CIFAR100 (test) | | Metric | AUPR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [AUPR](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUPR | Result date | Report paper | | --- | --- | --- | --- | | Bootstrap Distill | 79.4 | Not recorded | 68fa75751e209131cea680ce | | END2 | 78.2 | Not recorded | 68fa75751e209131cea680ce | | Bootstrap Distill | 71.9 | Not recorded | 68fa75751e209131cea680ce | | Fisher-EDL | 71 | Not recorded | 68fa75751e209131cea680ce | | END2 | 70.5 | Not recorded | 68fa75751e209131cea680ce | | Fisher-EDL | 69.6 | Not recorded | 68fa75751e209131cea680ce | | EDL | 68.9 | Not recorded | 68fa75751e209131cea680ce | | EDL | 68.6 | Not recorded | 68fa75751e209131cea680ce | | S2D | 68.6 | Not recorded | 68fa75751e209131cea680ce | | BM | 67.2 | Not recorded | 68fa75751e209131cea680ce | | BM | 66.4 | Not recorded | 68fa75751e209131cea680ce | | PostNet | 66.2 | Not recorded | 68fa75751e209131cea680ce | | RPriorNet | 59.2 | Not recorded | 68fa75751e209131cea680ce | | RPriorNet | 58.7 | Not recorded | 68fa75751e209131cea680ce | | PostNet | 57.5 | Not recorded | 68fa75751e209131cea680ce | | NatPN | 48.9 | Not recorded | 68fa75751e209131cea680ce | | S2D | 45.8 | Not recorded | 68fa75751e209131cea680ce | | NatPN | 45.5 | Not recorded | 68fa75751e209131cea680ce | ### Bootstrap Distill AUPR: 79.4. Result ID: 6993c2283a6c314849185295. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### END2 AUPR: 78.2. Result ID: 6993c2283a6c314849185291. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### Bootstrap Distill AUPR: 71.9. Result ID: 6993c2283a6c314849185294. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Mutual Information"}. This record does not assert independent reproduction. ### Fisher-EDL AUPR: 71. Result ID: 6993c2283a6c31484918528f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### END2 AUPR: 70.5. Result ID: 6993c2283a6c314849185290. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Mutual Information"}. This record does not assert independent reproduction. ### Fisher-EDL AUPR: 69.6. Result ID: 6993c2283a6c31484918528e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Mutual Information"}. This record does not assert independent reproduction. ### EDL AUPR: 68.9. Result ID: 6993c2283a6c31484918528c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Mutual Information"}. This record does not assert independent reproduction. ### EDL AUPR: 68.6. Result ID: 6993c2283a6c31484918528d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### S2D AUPR: 68.6. Result ID: 6993c2283a6c314849185292. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Mutual Information"}. This record does not assert independent reproduction. ### BM AUPR: 67.2. Result ID: 6993c2283a6c314849185286. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Mutual Information"}. This record does not assert independent reproduction. ### BM AUPR: 66.4. Result ID: 6993c2283a6c314849185287. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### PostNet AUPR: 66.2. Result ID: 6993c2283a6c314849185289. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### RPriorNet AUPR: 59.2. Result ID: 6993c2283a6c314849185285. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### RPriorNet AUPR: 58.7. Result ID: 6993c2283a6c314849185284. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Mutual Information"}. This record does not assert independent reproduction. ### PostNet AUPR: 57.5. Result ID: 6993c2283a6c314849185288. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Mutual Information"}. This record does not assert independent reproduction. ### NatPN AUPR: 48.9. Result ID: 6993c2283a6c31484918528b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### S2D AUPR: 45.8. Result ID: 6993c2283a6c314849185293. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### NatPN AUPR: 45.5. Result ID: 6993c2283a6c31484918528a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Mutual Information"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.