# OOD Detection on CIFAR100 ID vs FMNIST OOD (test) Source: [OOD Detection on CIFAR100 ID vs FMNIST OOD (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:37.596Z Evaluation of Out-of-Distribution (OOD) detection performance using CIFAR100 as the in-distribution dataset and Fashion MNIST (FMNIST) as the out-of-distribution set, evaluated on the test split, reporting 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) | FMNIST 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 | 78.6 | Not recorded | 68fa75751e209131cea680ce | | END2 | 77 | Not recorded | 68fa75751e209131cea680ce | | Bootstrap Distill | 73.6 | Not recorded | 68fa75751e209131cea680ce | | END2 | 70.3 | Not recorded | 68fa75751e209131cea680ce | | EDL | 69.7 | Not recorded | 68fa75751e209131cea680ce | | RPriorNet | 69.6 | Not recorded | 68fa75751e209131cea680ce | | PostNet | 69.3 | Not recorded | 68fa75751e209131cea680ce | | RPriorNet | 69.2 | Not recorded | 68fa75751e209131cea680ce | | BM | 68.9 | Not recorded | 68fa75751e209131cea680ce | | EDL | 68.8 | Not recorded | 68fa75751e209131cea680ce | | BM | 68.1 | Not recorded | 68fa75751e209131cea680ce | | Fisher-EDL | 66.6 | Not recorded | 68fa75751e209131cea680ce | | Fisher-EDL | 64.9 | Not recorded | 68fa75751e209131cea680ce | | PostNet | 64.4 | Not recorded | 68fa75751e209131cea680ce | | S2D | 63.9 | Not recorded | 68fa75751e209131cea680ce | | NatPN | 47 | Not recorded | 68fa75751e209131cea680ce | | S2D | 45.6 | Not recorded | 68fa75751e209131cea680ce | | NatPN | 44.1 | Not recorded | 68fa75751e209131cea680ce | ### Bootstrap Distill AUPR (%): 78.6. Result ID: 6993c2283a6c314849185283. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### END2 AUPR (%): 77. Result ID: 6993c2283a6c31484918527f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### Bootstrap Distill AUPR (%): 73.6. Result ID: 6993c2283a6c314849185282. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Mutual Information"}. This record does not assert independent reproduction. ### END2 AUPR (%): 70.3. Result ID: 6993c2283a6c31484918527e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Mutual Information"}. This record does not assert independent reproduction. ### EDL AUPR (%): 69.7. Result ID: 6993c2283a6c31484918527a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Mutual Information"}. This record does not assert independent reproduction. ### RPriorNet AUPR (%): 69.6. Result ID: 6993c2283a6c314849185272. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Mutual Information"}. This record does not assert independent reproduction. ### PostNet AUPR (%): 69.3. Result ID: 6993c2283a6c314849185277. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### RPriorNet AUPR (%): 69.2. Result ID: 6993c2283a6c314849185273. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### BM AUPR (%): 68.9. Result ID: 6993c2283a6c314849185274. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Mutual Information"}. This record does not assert independent reproduction. ### EDL AUPR (%): 68.8. Result ID: 6993c2283a6c31484918527b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### BM AUPR (%): 68.1. Result ID: 6993c2283a6c314849185275. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### Fisher-EDL AUPR (%): 66.6. Result ID: 6993c2283a6c31484918527c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Mutual Information"}. This record does not assert independent reproduction. ### Fisher-EDL AUPR (%): 64.9. Result ID: 6993c2283a6c31484918527d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### PostNet AUPR (%): 64.4. Result ID: 6993c2283a6c314849185276. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Mutual Information"}. This record does not assert independent reproduction. ### S2D AUPR (%): 63.9. Result ID: 6993c2283a6c314849185280. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Mutual Information"}. This record does not assert independent reproduction. ### NatPN AUPR (%): 47. Result ID: 6993c2283a6c314849185279. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### S2D AUPR (%): 45.6. Result ID: 6993c2283a6c314849185281. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Metric":"Differential Entropy"}. This record does not assert independent reproduction. ### NatPN AUPR (%): 44.1. Result ID: 6993c2283a6c314849185278. [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.