# Out-of-Distribution Detection on ImageNet-R (FPR95)

Source: [Out-of-Distribution Detection on ImageNet-R (FPR95)](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-r-fpr95>)

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

Data updated: 2026-02-26T05:44:54.486Z

Evaluation of Out-of-Distribution Detection performance using the ImageNet-R dataset, specifically reporting the False Positive Rate at 95% True Positive Rate (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 | Out-of-Distribution Detection |
| Dataset (including any stated split) | ImageNet-R |
| Metric | FPR95 |
| Unit | PERCENT |
| Direction | Lower 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

- [FPR95](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-r-fpr95.md?metric=FPR95>): Lower is better; unit: PERCENT.

## Recorded results

| Method | FPR95 | Result date | Report paper |
| --- | --- | --- | --- |
| KNN+ | 29.92 | Not recorded | 68fa6e2f1e209131cea3e69b |
| SSD+ | 45.62 | Not recorded | 68fa6e2f1e209131cea3e69b |

### KNN+

FPR95: 29.92. Result ID: 6990142f3a6c314849fdfafa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e2f1e209131cea3e69b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e2f1e209131cea3e69b.md>)

[Implementation](<https://github.com/deeplearning-wisc/knn-ood>)

Recorded evaluation configuration: {"Training Dataset":"CIFAR-10","Training Loss":"SupCon loss"}. This record does not assert independent reproduction.

### SSD+

FPR95: 45.62. Result ID: 6990142f3a6c314849fdfaf9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e2f1e209131cea3e69b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698f1e209131cea22a16.md>)

[Implementation](<https://github.com/inspire-group/SSD>)

Recorded evaluation configuration: {"Training Dataset":"CIFAR-10","Training Loss":"SupCon loss"}. This record does not assert independent reproduction.

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