# Anomaly Classification on Medical AD (test)

Source: [Anomaly Classification on Medical AD (test)](<https://www.sota2.com/research/sota/anomaly-classification-on-medical-ad-test>)

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

Data updated: 2026-02-26T05:24:40.160Z

Evaluation of Anomaly Classification performance on the test split of the Medical AD dataset, focusing on average AUC metrics.

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 Classification |
| Dataset (including any stated split) | Medical AD (test) |
| Metric | AUC |
| 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

- [AUC](<https://www.sota2.com/research/sota/anomaly-classification-on-medical-ad-test.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| MVFA | 88.97 | Not recorded | 68fa72901e209131cea5718d |
| April-GAN | 81.65 | Not recorded | 68fa72901e209131cea5718d |
| WinCLIP | 76.38 | Not recorded | 68fa72901e209131cea5718d |

### MVFA

AUC: 88.97. Result ID: 699240f43a6c3148490da849.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72901e209131cea5718d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72901e209131cea5718d.md>)

[Implementation](<https://github.com/MediaBrain-SJTU/MVFA-AD>)

Recorded evaluation configuration: {"K":4,"domain\_setting":"out-domain"}. This record does not assert independent reproduction.

### April-GAN

AUC: 81.65. Result ID: 699240f43a6c3148490da848.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72901e209131cea5718d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d71e209131cea4d95d.md>)

[Implementation](<https://github.com/ByChelsea/VAND-APRIL-GAN>)

Recorded evaluation configuration: {"K":4,"domain\_setting":"out-domain"}. This record does not assert independent reproduction.

### WinCLIP

AUC: 76.38. Result ID: 699240f43a6c3148490da847.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72901e209131cea5718d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eea1e209131cea42e2d.md>)

Recorded evaluation configuration: {"K":4,"domain\_setting":"out-domain"}. This record does not assert independent reproduction.

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