# Anomaly Detection on Suede Silicon Wafers (SSW) (test)

Source: [Anomaly Detection on Suede Silicon Wafers (SSW) (test)](<https://www.sota2.com/research/sota/anomaly-detection-on-suede-silicon-wafers-ssw-test>)

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

Data updated: 2026-02-26T05:25:25.035Z

Evaluation of Anomaly Detection performance on the test split of the Suede Silicon Wafers (SSW) dataset, reporting AUCROC.

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) | Suede Silicon Wafers (SSW) (test) |
| Metric | AUC ROC |
| Unit | SCALAR |
| 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

- [AUC ROC](<https://www.sota2.com/research/sota/anomaly-detection-on-suede-silicon-wafers-ssw-test.md?metric=AUC%20ROC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUC ROC | Result date | Report paper |
| --- | --- | --- | --- |
| SCL-VI | 0.999 | Not recorded | 68fa713a1e209131cea4fe8a |
| PADIM | 0.993 | Not recorded | 68fa713a1e209131cea4fe8a |
| SPADE | 0.99 | Not recorded | 68fa713a1e209131cea4fe8a |
| US | 0.836 | Not recorded | 68fa713a1e209131cea4fe8a |
| RIAD | 0.779 | Not recorded | 68fa713a1e209131cea4fe8a |
| AE-SSIM | 0.678 | Not recorded | 68fa713a1e209131cea4fe8a |

### SCL-VI

AUC ROC: 0.999. Result ID: 6991bd663a6c3148490a427f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa713a1e209131cea4fe8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa713a1e209131cea4fe8a.md>)

[Implementation](<https://github.com/wangpeng000/VisualInspection>)

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

### PADIM

AUC ROC: 0.993. Result ID: 6991bd663a6c3148490a427d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa713a1e209131cea4fe8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68c31e209131cea1e2cd.md>)

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

### SPADE

AUC ROC: 0.99. Result ID: 6991bd663a6c3148490a427e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa713a1e209131cea4fe8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69381e209131cea20e93.md>)

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

### US

AUC ROC: 0.836. Result ID: 6991bd663a6c3148490a427c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa713a1e209131cea4fe8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68461e209131cea1af52.md>)

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

### RIAD

AUC ROC: 0.779. Result ID: 6991bd663a6c3148490a427b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa713a1e209131cea4fe8a.md>)

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

### AE-SSIM

AUC ROC: 0.678. Result ID: 6991bd663a6c3148490a427a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa713a1e209131cea4fe8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa658b1e209131cea0aff6.md>)

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

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