# Image Classification on Aggregate Malaria Camelyon17-WILDS

Source: [Image Classification on Aggregate Malaria Camelyon17-WILDS](<https://www.sota2.com/research/sota/image-classification-on-aggregate-malaria-camelyon17-wilds>)

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

Data updated: 2026-02-26T05:23:29.607Z

Evaluation of Image Classification performance on the Aggregate Malaria Camelyon17-WILDS dataset, reporting metrics such as APU.

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 | Image Classification |
| Dataset (including any stated split) | Aggregate Malaria Camelyon17-WILDS |
| Metric | APU |
| 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

- [APU](<https://www.sota2.com/research/sota/image-classification-on-aggregate-malaria-camelyon17-wilds.md?metric=APU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | APU | Result date | Report paper |
| --- | --- | --- | --- |
| Baseline | 31.7 | Not recorded | 68fa7bec1e209131cea8b515 |
| LStainNorm | 22.72 | Not recorded | 68fa7bec1e209131cea8b515 |
| Reinhard | 18.36 | Not recorded | 68fa7bec1e209131cea8b515 |
| Macenko | 16.27 | Not recorded | 68fa7bec1e209131cea8b515 |
| StainGAN | 15.12 | Not recorded | 68fa7bec1e209131cea8b515 |
| Vahadane | 9.31 | Not recorded | 68fa7bec1e209131cea8b515 |
| BeerLaNet | 1.86 | Not recorded | 68fa7bec1e209131cea8b515 |

### Baseline

APU: 31.7. Result ID: 698b8c647a967eddb76f7d90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bec1e209131cea8b515.md>)

Recorded evaluation configuration: {"Classification Model":"ResNet18"}. This record does not assert independent reproduction.

### LStainNorm

APU: 22.72. Result ID: 698b8c647a967eddb76f7d95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bec1e209131cea8b515.md>)

Recorded evaluation configuration: {"Classification Model":"ResNet18"}. This record does not assert independent reproduction.

### Reinhard

APU: 18.36. Result ID: 698b8c647a967eddb76f7d91.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bec1e209131cea8b515.md>)

Recorded evaluation configuration: {"Classification Model":"ResNet18"}. This record does not assert independent reproduction.

### Macenko

APU: 16.27. Result ID: 698b8c647a967eddb76f7d92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bec1e209131cea8b515.md>)

Recorded evaluation configuration: {"Classification Model":"ResNet18"}. This record does not assert independent reproduction.

### StainGAN

APU: 15.12. Result ID: 698b8c647a967eddb76f7d94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bec1e209131cea8b515.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642d1e209131cea03292.md>)

Recorded evaluation configuration: {"Classification Model":"ResNet18"}. This record does not assert independent reproduction.

### Vahadane

APU: 9.31. Result ID: 698b8c647a967eddb76f7d93.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bec1e209131cea8b515.md>)

Recorded evaluation configuration: {"Classification Model":"ResNet18"}. This record does not assert independent reproduction.

### BeerLaNet

APU: 1.86. Result ID: 698b8c647a967eddb76f7d96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bec1e209131cea8b515.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bec1e209131cea8b515.md>)

[Implementation](<https://github.com/xutianyue/BeerLaNet>)

Recorded evaluation configuration: {"Classification Model":"ResNet18"}. This record does not assert independent reproduction.

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