# OOD Detection on CIFAR-10 (IND) vs ImageNet-C (OOD)

Source: [OOD Detection on CIFAR-10 (IND) vs ImageNet-C (OOD)](<https://www.sota2.com/research/sota/ood-detection-on-cifar-10-ind-vs-imagenet-c-ood>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:25:47.976Z

Evaluation of Out-of-Distribution detection performance using CIFAR-10 as the in-distribution dataset and ImageNet-C as the out-of-distribution dataset, measured by AUROC, TNR at 95% TPR, and Detection Accuracy.

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) | CIFAR-10 IND Imagenet C OOD |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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](<https://www.sota2.com/research/sota/ood-detection-on-cifar-10-ind-vs-imagenet-c-ood.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [TNR @ TPR 95%](<https://www.sota2.com/research/sota/ood-detection-on-cifar-10-ind-vs-imagenet-c-ood.md?metric=TNR%20%40%20TPR%2095%25>): Higher is better; unit: PERCENT.

- [Detection Accuracy](<https://www.sota2.com/research/sota/ood-detection-on-cifar-10-ind-vs-imagenet-c-ood.md?metric=Detection%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| Energy | 98.6 | Not recorded | 68fa6b0a1e209131cea2ba40 |
| Energy + pNML | 98.6 | Not recorded | 68fa6b0a1e209131cea2ba40 |

### Energy

AUROC: 98.6. Result ID: 698e4c2bffc3901de09c69db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b0a1e209131cea2ba40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69cc1e209131cea24242.md>)

Recorded evaluation configuration: {"Backbone":"WideResNet-40"}. This record does not assert independent reproduction.

### Energy + pNML

AUROC: 98.6. Result ID: 698e4c2bffc3901de09c69dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b0a1e209131cea2ba40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b0a1e209131cea2ba40.md>)

[Implementation](<https://github.com/kobybibas/pnml_ood_detection>)

Recorded evaluation configuration: {"Backbone":"WideResNet-40"}. This record does not assert independent reproduction.

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