# Object Detection on Aggregate Malaria, Whole Blood Cells

Source: [Object Detection on Aggregate Malaria, Whole Blood Cells](<https://www.sota2.com/research/sota/object-detection-on-aggregate-malaria-whole-blood-cells>)

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

Data updated: 2026-02-26T05:23:29.585Z

Evaluation of Object Detection performance on the Aggregate Malaria, Whole Blood Cells 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 | Object Detection |
| Dataset (including any stated split) | Aggregate Malaria, Whole Blood Cells |
| 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/object-detection-on-aggregate-malaria-whole-blood-cells.md?metric=APU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | APU | Result date | Report paper |
| --- | --- | --- | --- |
| Macenko | 29.27 | Not recorded | 68fa7bec1e209131cea8b515 |
| Vahadane | 20.76 | Not recorded | 68fa7bec1e209131cea8b515 |
| Baseline | 18.1 | Not recorded | 68fa7bec1e209131cea8b515 |
| StainGAN | 12.02 | Not recorded | 68fa7bec1e209131cea8b515 |
| Reinhard | 11.17 | Not recorded | 68fa7bec1e209131cea8b515 |
| LStainNorm | 5.25 | Not recorded | 68fa7bec1e209131cea8b515 |
| BeerLaNet | 2 | Not recorded | 68fa7bec1e209131cea8b515 |

### Macenko

APU: 29.27. Result ID: 698b8c647a967eddb76f7d76.

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

Recorded evaluation configuration: {"Detection Model":"YOLOv8"}. This record does not assert independent reproduction.

### Vahadane

APU: 20.76. Result ID: 698b8c647a967eddb76f7d77.

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

Recorded evaluation configuration: {"Detection Model":"YOLOv8"}. This record does not assert independent reproduction.

### Baseline

APU: 18.1. Result ID: 698b8c647a967eddb76f7d74.

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

Recorded evaluation configuration: {"Detection Model":"YOLOv8"}. This record does not assert independent reproduction.

### StainGAN

APU: 12.02. Result ID: 698b8c647a967eddb76f7d78.

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

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

Recorded evaluation configuration: {"Detection Model":"YOLOv8"}. This record does not assert independent reproduction.

### Reinhard

APU: 11.17. Result ID: 698b8c647a967eddb76f7d75.

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

Recorded evaluation configuration: {"Detection Model":"YOLOv8"}. This record does not assert independent reproduction.

### LStainNorm

APU: 5.25. Result ID: 698b8c647a967eddb76f7d79.

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

Recorded evaluation configuration: {"Detection Model":"YOLOv8"}. This record does not assert independent reproduction.

### BeerLaNet

APU: 2. Result ID: 698b8c647a967eddb76f7d7a.

[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: {"Detection Model":"YOLOv8"}. This record does not assert independent reproduction.

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