# Out-of-Distribution Detection on ImageNet-200 (ID) vs SSB-hard (OOD) 1.0 (test)

Source: [Out-of-Distribution Detection on ImageNet-200 (ID) vs SSB-hard (OOD) 1.0 (test)](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-200-id-vs-ssb-hard-ood-1-0-test>)

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

Data updated: 2026-02-26T05:26:22.458Z

Evaluation of Out-of-Distribution Detection performance using ImageNet-200 as the in-distribution dataset against the SSB-hard 1.0 dataset as the out-of-distribution set, 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) | ImageNet-200 (ID) vs SSB-hard (OOD) 1.0 (test) |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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-200-id-vs-ssb-hard-ood-1-0-test.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [FPR](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-200-id-vs-ssb-hard-ood-1-0-test.md?metric=FPR>): Lower is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| Cross-Entropy | 72.09 | Not recorded | 68fa78021e209131cea76517 |
| ELogitNorm | 70.52 | Not recorded | 68fa78021e209131cea76517 |
| LogitNorm | 67.5 | Not recorded | 68fa78021e209131cea76517 |

### Cross-Entropy

AUROC: 72.09. Result ID: 699ea1055698665ec46b7250.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78021e209131cea76517.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","ID Dataset":"ImageNet1K","OOD Score":"MSP"}. This record does not assert independent reproduction.

### ELogitNorm

AUROC: 70.52. Result ID: 699ea1055698665ec46b7252.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78021e209131cea76517.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78021e209131cea76517.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","ID Dataset":"ImageNet1K","OOD Score":"MSP"}. This record does not assert independent reproduction.

### LogitNorm

AUROC: 67.5. Result ID: 699ea1055698665ec46b7251.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78021e209131cea76517.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd61e209131cea36201.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","ID Dataset":"ImageNet1K","OOD Score":"MSP"}. This record does not assert independent reproduction.

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