# Out-of-Distribution Detection on ImageNet FIX

Source: [Out-of-Distribution Detection on ImageNet FIX](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-fix>)

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

Data updated: 2026-02-26T05:25:51.712Z

Evaluation of Out-of-Distribution Detection performance using the ImageNet FIX dataset, measured by metrics such as AUROC.

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) | ImageNet FIX |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/out-of-distribution-detection-on-imagenet-fix.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [FPR95](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-fix.md?metric=FPR95>): Lower is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| CSI | 93.3 | Not recorded | 68fa68881e209131cea1cb66 |
| Rot+Trans | 86.7 | Not recorded | 68fa68881e209131cea1cb66 |
| GOAD | 83.3 | Not recorded | 68fa68881e209131cea1cb66 |
| Rot | 83.2 | Not recorded | 68fa68881e209131cea1cb66 |

### CSI

AUROC: 93.3. Result ID: 698d75718b517eb43321a639.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cb66.md>)

[Implementation](<https://github.com/alinlab/CSI>)

Recorded evaluation configuration: {"Network":"ResNet-18"}. This record does not assert independent reproduction.

### Rot+Trans

AUROC: 86.7. Result ID: 698d75718b517eb43321a637.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66911e209131cea10f30.md>)

[Implementation](<https://github.com/hendrycks/ss-ood>)

Recorded evaluation configuration: {"Network":"ResNet-18"}. This record does not assert independent reproduction.

### GOAD

AUROC: 83.3. Result ID: 698d75718b517eb43321a638.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa677a1e209131cea16a5a.md>)

Recorded evaluation configuration: {"Network":"ResNet-18"}. This record does not assert independent reproduction.

### Rot

AUROC: 83.2. Result ID: 698d75718b517eb43321a636.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66911e209131cea10f30.md>)

[Implementation](<https://github.com/hendrycks/ss-ood>)

Recorded evaluation configuration: {"Network":"ResNet-18"}. This record does not assert independent reproduction.

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