# OOD Detection on ImageNet LT SUN a8

Source: [OOD Detection on ImageNet LT SUN a8](<https://www.sota2.com/research/sota/ood-detection-on-imagenet-lt-sun-a8>)

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

Data updated: 2026-02-26T05:25:58.086Z

Evaluation of Out-of-Distribution (OOD) Detection performance using the ImageNet LT SUN a8 dataset configuration, reporting AUROC 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 | OOD Detection |
| Dataset (including any stated split) | ImageNet LT SUN a8 |
| Metric | AUROC |
| Unit | SCALAR |
| 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-imagenet-lt-sun-a8.md?metric=AUROC>): Higher is better; unit: SCALAR.

- [FPR@95TPR](<https://www.sota2.com/research/sota/ood-detection-on-imagenet-lt-sun-a8.md?metric=FPR%4095TPR>): Lower is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| ImOOD | 81.29 | Not recorded | 68fa757b1e209131cea6843a |
| ClassPrior | 80.08 | Not recorded | 68fa757b1e209131cea6843a |

### ImOOD

AUROC: 81.29. Result ID: 6993caf23a6c314849189009.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6843a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6843a.md>)

[Implementation](<https://github.com/alibaba/imood>)

Recorded evaluation configuration: {"Base model":"MobileNet","OOD synthesis":"VOS \[14\]"}. This record does not assert independent reproduction.

### ClassPrior

AUROC: 80.08. Result ID: 6993caf23a6c314849189008.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6843a.md>)

Recorded evaluation configuration: {"Base model":"MobileNet"}. This record does not assert independent reproduction.

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