# Medical Anomaly Detection on APTOS 2019

Source: [Medical Anomaly Detection on APTOS 2019](<https://www.sota2.com/research/sota/medical-anomaly-detection-on-aptos-2019>)

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

Data updated: 2026-07-07T08:36:15.543Z

Evaluation of Medical Anomaly Detection performance on the APTOS 2019 dataset, reporting metrics such as AUC, F1, and Accuracy.

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 | Medical Anomaly Detection |
| Dataset (including any stated split) | APTOS 2019 |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/medical-anomaly-detection-on-aptos-2019.md?metric=AUC>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/medical-anomaly-detection-on-aptos-2019.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/medical-anomaly-detection-on-aptos-2019.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| DNP-ConFormer | 97.92 | Not recorded | 68fa7ae01e209131cea859f5 |
| Recontrast | 97.61 | Not recorded | 68fa7ae01e209131cea859f5 |
| EA2D | 96.83 | Not recorded | 68fa7ae01e209131cea859f5 |
| INP-Former | 96 | Not recorded | 68fa7ae01e209131cea859f5 |
| Dinomaly | 95.87 | Not recorded | 68fa7ae01e209131cea859f5 |
| EDC | 95.7 | Not recorded | 68fa7ae01e209131cea859f5 |
| RD4AD | 94.4 | Not recorded | 68fa7ae01e209131cea859f5 |

### DNP-ConFormer

AUC: 97.92. Result ID: 6a4cba6560b88bb339c8a8ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae01e209131cea859f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ae01e209131cea859f5.md>)

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

### Recontrast

AUC: 97.61. Result ID: 6a4cba6560b88bb339c8a8ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae01e209131cea859f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f81e209131cea4e736.md>)

[Implementation](<https://github.com/guojiajeremy/ReContrast>)

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

### EA2D

AUC: 96.83. Result ID: 6a4cba6560b88bb339c8a8a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae01e209131cea859f5.md>)

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

### INP-Former

AUC: 96. Result ID: 6a4cba6560b88bb339c8a8a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae01e209131cea859f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79cc1e209131cea7f688.md>)

[Implementation](<https://github.com/luow23/INP-Former>)

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

### Dinomaly

AUC: 95.87. Result ID: 6a4cba6560b88bb339c8a8aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae01e209131cea859f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c51e209131cea75373.md>)

[Implementation](<https://github.com/guojiajeremy/Dinomaly>)

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

### EDC

AUC: 95.7. Result ID: 6a4cba6560b88bb339c8a8a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae01e209131cea859f5.md>)

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

### RD4AD

AUC: 94.4. Result ID: 6a4cba6560b88bb339c8a8a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae01e209131cea859f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0e1e209131cea31bfd.md>)

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

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