# Out-of-Distribution Detection on CIFAR-10-C (InD) and SVHN-C (OOD) (test) Source: [Out-of-Distribution Detection on CIFAR-10-C (InD) and SVHN-C (OOD) (test)]() Collection index: [llms.txt]() Data updated: 2026-06-02T12:37:31.265Z Evaluation of Out-of-Distribution Detection performance using corrupted CIFAR-10 (CIFAR-10-C) as the in-distribution dataset and corrupted SVHN (SVHN-C) as the out-of-distribution dataset, evaluated on the test split. 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 | Out-of-Distribution Detection | | Dataset (including any stated split) | CIFAR-10-C (InD) and SVHN-C (OOD) (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [AUROC](): Higher is better; unit: PERCENT. - [FPR](): Lower is better; unit: PERCENT. - [OSCR](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SoTTA | 86.28 | Not recorded | 6a1e6441dbd7150506f858ff | | SAR(BN) | 85.46 | Not recorded | 6a1e6441dbd7150506f858ff | | Tent | 85.26 | Not recorded | 6a1e6441dbd7150506f858ff | | OSTTA | 85.13 | Not recorded | 6a1e6441dbd7150506f858ff | | Tent(Sigmoid) | 85.08 | Not recorded | 6a1e6441dbd7150506f858ff | | SAR(BN+Sigmoid) | 84.92 | Not recorded | 6a1e6441dbd7150506f858ff | | UniEnt(Tent) | 84.64 | Not recorded | 6a1e6441dbd7150506f858ff | | UniEnt+(Tent) | 84.45 | Not recorded | 6a1e6441dbd7150506f858ff | | Source | 81.74 | Not recorded | 6a1e6441dbd7150506f858ff | | Source(Sigmoid) | 81.49 | Not recorded | 6a1e6441dbd7150506f858ff | ### SoTTA Accuracy: 86.28. Result ID: 6a1ecdd6fbc373592c1a83d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAR(BN) Accuracy: 85.46. Result ID: 6a1ecdd6fbc373592c1a83da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Output Layer":"Softmax","Normalization Adaptation":"BN"}. This record does not assert independent reproduction. ### Tent Accuracy: 85.26. Result ID: 6a1ecdd6fbc373592c1a83d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Output Layer":"Softmax","Adaptation":"Test-time entropy minimization"}. This record does not assert independent reproduction. ### OSTTA Accuracy: 85.13. Result ID: 6a1ecdd6fbc373592c1a83d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Tent(Sigmoid) Accuracy: 85.08. Result ID: 6a1ecdd6fbc373592c1a83d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Output Layer":"Sigmoid","Adaptation":"Test-time entropy minimization"}. This record does not assert independent reproduction. ### SAR(BN+Sigmoid) Accuracy: 84.92. Result ID: 6a1ecdd6fbc373592c1a83db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Output Layer":"Sigmoid","Normalization Adaptation":"BN"}. This record does not assert independent reproduction. ### UniEnt(Tent) Accuracy: 84.64. Result ID: 6a1ecdd6fbc373592c1a83d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Wrapper":"UniEnt","Base Method":"Tent"}. This record does not assert independent reproduction. ### UniEnt+(Tent) Accuracy: 84.45. Result ID: 6a1ecdd6fbc373592c1a83d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Wrapper":"UniEnt+","Base Method":"Tent"}. This record does not assert independent reproduction. ### Source Accuracy: 81.74. Result ID: 6a1ecdd6fbc373592c1a83d2. [Reporting paper]() Recorded evaluation configuration: {"Output Layer":"Softmax"}. This record does not assert independent reproduction. ### Source(Sigmoid) Accuracy: 81.49. Result ID: 6a1ecdd6fbc373592c1a83d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Output Layer":"Sigmoid"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.