# Object Detection on Whole Blood Cells

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

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

Data updated: 2026-02-26T06:09:55.585Z

Evaluation of Object Detection performance on the Whole Blood Cells dataset, reporting standard object detection metrics like mAP50 and mAP50-95.

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) | Whole Blood Cells |
| Metric | mAP50 |
| 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

- [mAP50](<https://www.sota2.com/research/sota/object-detection-on-whole-blood-cells.md?metric=mAP50>): Higher is better; unit: PERCENT.

- [mAP50-95](<https://www.sota2.com/research/sota/object-detection-on-whole-blood-cells.md?metric=mAP50-95>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP50 | Result date | Report paper |
| --- | --- | --- | --- |
| StainGAN | 89.6 | Not recorded | 68fa7bec1e209131cea8b515 |
| BeerLaNet | 86.8 | Not recorded | 68fa7bec1e209131cea8b515 |
| LStainNorm | 85.83 | Not recorded | 68fa7bec1e209131cea8b515 |
| Reinhard | 79.53 | Not recorded | 68fa7bec1e209131cea8b515 |
| Macenko | 65.43 | Not recorded | 68fa7bec1e209131cea8b515 |
| Baseline | 65.2 | Not recorded | 68fa7bec1e209131cea8b515 |
| Vahadane | 57.57 | Not recorded | 68fa7bec1e209131cea8b515 |

### StainGAN

mAP50: 89.6. Result ID: 698b8c647a967eddb76f7d71.

[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.

### BeerLaNet

mAP50: 86.8. Result ID: 698b8c647a967eddb76f7d73.

[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.

### LStainNorm

mAP50: 85.83. Result ID: 698b8c647a967eddb76f7d72.

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

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

### Reinhard

mAP50: 79.53. Result ID: 698b8c647a967eddb76f7d6e.

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

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

### Macenko

mAP50: 65.43. Result ID: 698b8c647a967eddb76f7d6f.

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

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

### Baseline

mAP50: 65.2. Result ID: 698b8c647a967eddb76f7d6d.

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

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

### Vahadane

mAP50: 57.57. Result ID: 698b8c647a967eddb76f7d70.

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

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

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