# Anomaly Detection on ImageNet OOD

Source: [Anomaly Detection on ImageNet OOD](<https://www.sota2.com/research/sota/anomaly-detection-on-imagenet-ood>)

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

Data updated: 2026-02-26T05:25:49.819Z

Evaluation of Anomaly Detection performance using the ImageNet OOD dataset, reporting metrics such as AUROC and AUPR.

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 | Anomaly Detection |
| Dataset (including any stated split) | ImageNet OOD |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/anomaly-detection-on-imagenet-ood.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [AUPR](<https://www.sota2.com/research/sota/anomaly-detection-on-imagenet-ood.md?metric=AUPR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| PIXMIX | 0.857 | Not recorded | 68fa6c1d1e209131cea32540 |
| SIN | 0.848 | Not recorded | 68fa6c1d1e209131cea32540 |
| AutoAugment | 0.844 | Not recorded | 68fa6c1d1e209131cea32540 |
| AugMix | 0.842 | Not recorded | 68fa6c1d1e209131cea32540 |
| Cutout | 0.817 | Not recorded | 68fa6c1d1e209131cea32540 |
| Baseline | 0.797 | Not recorded | 68fa6c1d1e209131cea32540 |
| CutMix | 0.784 | Not recorded | 68fa6c1d1e209131cea32540 |
| Mixup | 0.722 | Not recorded | 68fa6c1d1e209131cea32540 |

### PIXMIX

AUROC: 0.857. Result ID: 698edf24ffc3901de0a27b2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Implementation](<https://github.com/andyzoujm/pixmix>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","k":4,"beta":4}. This record does not assert independent reproduction.

### SIN

AUROC: 0.848. Result ID: 698edf24ffc3901de0a27b2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f3a1e209131ce9e8680.md>)

[Implementation](<https://github.com/rgeirhos/texture-vs-shape>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### AutoAugment

AUROC: 0.844. Result ID: 698edf24ffc3901de0a27b2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b94a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### AugMix

AUROC: 0.842. Result ID: 698edf24ffc3901de0a27b2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b421e209131cea2d07e.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Cutout

AUROC: 0.817. Result ID: 698edf24ffc3901de0a27b28.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d61e209131cea01202.md>)

[Implementation](<https://github.com/uoguelph-mlrg/Cutout>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Baseline

AUROC: 0.797. Result ID: 698edf24ffc3901de0a27b27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### CutMix

AUROC: 0.784. Result ID: 698edf24ffc3901de0a27b2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663d1e209131cea0f1ce.md>)

[Implementation](<https://github.com/clovaai/CutMix-PyTorch>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Mixup

AUROC: 0.722. Result ID: 698edf24ffc3901de0a27b29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e44.md>)

[Implementation](<https://github.com/facebookresearch/mixup-cifar10>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

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