# White blood cell classification on WBCBench Out-of-Fold (train + eval)

Source: [White blood cell classification on WBCBench Out-of-Fold (train + eval)](<https://www.sota2.com/research/sota/white-blood-cell-classification-on-wbcbench-out-of-fold-train-plus-eval>)

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

Data updated: 2026-03-24T10:34:34.419Z

Evaluation of White Blood Cell classification performance using the out-of-fold training and evaluation splits of the WBCBench dataset. Metrics include Macro F1, Balanced Accuracy, Macro Precision, and Macro Sensitivity.

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 | White blood cell classification |
| Dataset (including any stated split) | WBCBench Out-of-Fold (train + eval) |
| Metric | Macro F1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [Macro F1](<https://www.sota2.com/research/sota/white-blood-cell-classification-on-wbcbench-out-of-fold-train-plus-eval.md?metric=Macro%20F1>): Higher is better; unit: PERCENT.

- [Balanced Accuracy](<https://www.sota2.com/research/sota/white-blood-cell-classification-on-wbcbench-out-of-fold-train-plus-eval.md?metric=Balanced%20Accuracy>): Higher is better; unit: PERCENT.

- [Macro Precision](<https://www.sota2.com/research/sota/white-blood-cell-classification-on-wbcbench-out-of-fold-train-plus-eval.md?metric=Macro%20Precision>): Higher is better; unit: PERCENT.

- [Macro Sensitivity](<https://www.sota2.com/research/sota/white-blood-cell-classification-on-wbcbench-out-of-fold-train-plus-eval.md?metric=Macro%20Sensitivity>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro F1 | Result date | Report paper |
| --- | --- | --- | --- |
| Ensemble of Small Classifiers | 77.98 | Not recorded | 69c21a6f0636e5bf4afc46fc |
| Ensemble of Small Classifiers | 77.91 | Not recorded | 69c21a6f0636e5bf4afc46fc |
| Ensemble of Small Classifiers | 77.41 | Not recorded | 69c21a6f0636e5bf4afc46fc |
| ConvNeXT-V2-Tiny | 77.24 | Not recorded | 69c21a6f0636e5bf4afc46fc |
| Ensemble of Small Classifiers | 76.66 | Not recorded | 69c21a6f0636e5bf4afc46fc |
| ConvNeXT-V2-Tiny | 76.62 | Not recorded | 69c21a6f0636e5bf4afc46fc |
| ConvNeXT-V2-Tiny | 75.57 | Not recorded | 69c21a6f0636e5bf4afc46fc |
| ConvNeXT-V2-Tiny | 75.23 | Not recorded | 69c21a6f0636e5bf4afc46fc |
| SwinV2-Tiny | 74.99 | Not recorded | 69c21a6f0636e5bf4afc46fc |
| SwinV2-Tiny | 74.77 | Not recorded | 69c21a6f0636e5bf4afc46fc |
| DinoBloom-Small | 74.19 | Not recorded | 69c21a6f0636e5bf4afc46fc |
| DinoBloom-Small | 74.17 | Not recorded | 69c21a6f0636e5bf4afc46fc |
| SwinV2-Tiny | 74.1 | Not recorded | 69c21a6f0636e5bf4afc46fc |
| SwinV2-Tiny | 73.51 | Not recorded | 69c21a6f0636e5bf4afc46fc |
| DinoBloom-Small | 73.23 | Not recorded | 69c21a6f0636e5bf4afc46fc |
| DinoBloom-Small | 72.76 | Not recorded | 69c21a6f0636e5bf4afc46fc |

### Ensemble of Small Classifiers

Macro F1: 77.98. Result ID: 69c2683447f34ce924aa5c33.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

Recorded evaluation configuration: {"Training Dataset":"Expanded Dataset","TTA (Test Time Augmentation)":"Yes"}. This record does not assert independent reproduction.

### Ensemble of Small Classifiers

Macro F1: 77.91. Result ID: 69c2683447f34ce924aa5c2b.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

Recorded evaluation configuration: {"Training Dataset":"Expanded Dataset","TTA (Test Time Augmentation)":"No"}. This record does not assert independent reproduction.

### Ensemble of Small Classifiers

Macro F1: 77.41. Result ID: 69c2683447f34ce924aa5c2f.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

Recorded evaluation configuration: {"Training Dataset":"WBCBench Train + Eval","TTA (Test Time Augmentation)":"Yes"}. This record does not assert independent reproduction.

### ConvNeXT-V2-Tiny

Macro F1: 77.24. Result ID: 69c2683447f34ce924aa5c31.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

Recorded evaluation configuration: {"Training Dataset":"Expanded Dataset","TTA (Test Time Augmentation)":"Yes"}. This record does not assert independent reproduction.

### Ensemble of Small Classifiers

Macro F1: 76.66. Result ID: 69c2683447f34ce924aa5c27.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

Recorded evaluation configuration: {"Training Dataset":"WBCBench Train + Eval","TTA (Test Time Augmentation)":"No"}. This record does not assert independent reproduction.

### ConvNeXT-V2-Tiny

Macro F1: 76.62. Result ID: 69c2683447f34ce924aa5c29.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

Recorded evaluation configuration: {"Training Dataset":"Expanded Dataset","TTA (Test Time Augmentation)":"No"}. This record does not assert independent reproduction.

### ConvNeXT-V2-Tiny

Macro F1: 75.57. Result ID: 69c2683447f34ce924aa5c2d.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

Recorded evaluation configuration: {"Training Dataset":"WBCBench Train + Eval","TTA (Test Time Augmentation)":"Yes"}. This record does not assert independent reproduction.

### ConvNeXT-V2-Tiny

Macro F1: 75.23. Result ID: 69c2683447f34ce924aa5c25.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

Recorded evaluation configuration: {"Training Dataset":"WBCBench Train + Eval","TTA (Test Time Augmentation)":"No"}. This record does not assert independent reproduction.

### SwinV2-Tiny

Macro F1: 74.99. Result ID: 69c2683447f34ce924aa5c30.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

Recorded evaluation configuration: {"Training Dataset":"Expanded Dataset","TTA (Test Time Augmentation)":"Yes"}. This record does not assert independent reproduction.

### SwinV2-Tiny

Macro F1: 74.77. Result ID: 69c2683447f34ce924aa5c2c.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

Recorded evaluation configuration: {"Training Dataset":"WBCBench Train + Eval","TTA (Test Time Augmentation)":"Yes"}. This record does not assert independent reproduction.

### DinoBloom-Small

Macro F1: 74.19. Result ID: 69c2683447f34ce924aa5c32.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

Recorded evaluation configuration: {"Training Dataset":"Expanded Dataset","TTA (Test Time Augmentation)":"Yes"}. This record does not assert independent reproduction.

### DinoBloom-Small

Macro F1: 74.17. Result ID: 69c2683447f34ce924aa5c2a.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

Recorded evaluation configuration: {"Training Dataset":"Expanded Dataset","TTA (Test Time Augmentation)":"No"}. This record does not assert independent reproduction.

### SwinV2-Tiny

Macro F1: 74.1. Result ID: 69c2683447f34ce924aa5c28.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

Recorded evaluation configuration: {"Training Dataset":"Expanded Dataset","TTA (Test Time Augmentation)":"No"}. This record does not assert independent reproduction.

### SwinV2-Tiny

Macro F1: 73.51. Result ID: 69c2683447f34ce924aa5c24.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

Recorded evaluation configuration: {"Training Dataset":"WBCBench Train + Eval","TTA (Test Time Augmentation)":"No"}. This record does not assert independent reproduction.

### DinoBloom-Small

Macro F1: 73.23. Result ID: 69c2683447f34ce924aa5c2e.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

Recorded evaluation configuration: {"Training Dataset":"WBCBench Train + Eval","TTA (Test Time Augmentation)":"Yes"}. This record does not assert independent reproduction.

### DinoBloom-Small

Macro F1: 72.76. Result ID: 69c2683447f34ce924aa5c26.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6f0636e5bf4afc46fc.md>)

Recorded evaluation configuration: {"Training Dataset":"WBCBench Train + Eval","TTA (Test Time Augmentation)":"No"}. This record does not assert independent reproduction.

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