# Anomaly Detection on ImageNet (val)

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

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

Data updated: 2026-02-26T05:25:49.839Z

Evaluation of Anomaly Detection performance on the validation split of the ImageNet dataset, typically measured using 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 | Anomaly Detection |
| Dataset (including any stated split) | ImageNet (val) |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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-val.md?metric=AUROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| PIXMIX | 89.3 | Not recorded | 68fa6c1d1e209131cea32540 |
| Baseline | 77.7 | Not recorded | 68fa6c1d1e209131cea32540 |
| CutMix | 74.4 | Not recorded | 68fa6c1d1e209131cea32540 |
| Cutout | 74.3 | Not recorded | 68fa6c1d1e209131cea32540 |
| Mixup | 71.7 | Not recorded | 68fa6c1d1e209131cea32540 |

### PIXMIX

AUROC: 89.3. Result ID: 698edf24ffc3901de0a27b97.

[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: Not recorded. This record does not assert independent reproduction.

### Baseline

AUROC: 77.7. Result ID: 698edf24ffc3901de0a27b93.

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CutMix

AUROC: 74.4. Result ID: 698edf24ffc3901de0a27b96.

[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: Not recorded. This record does not assert independent reproduction.

### Cutout

AUROC: 74.3. Result ID: 698edf24ffc3901de0a27b94.

[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: Not recorded. This record does not assert independent reproduction.

### Mixup

AUROC: 71.7. Result ID: 698edf24ffc3901de0a27b95.

[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: Not recorded. This record does not assert independent reproduction.

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