# White blood cell classification on BMC

Source: [White blood cell classification on BMC](<https://www.sota2.com/research/sota/white-blood-cell-classification-on-bmc>)

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

Data updated: 2026-07-07T10:50:19.818Z

Evaluation of White blood cell classification performance on the BMC dataset, reporting weighted F1 score (wF1), accuracy (Acc), and balanced accuracy (bAcc).

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) | BMC |
| Metric | Weighted F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Weighted F1 Score](<https://www.sota2.com/research/sota/white-blood-cell-classification-on-bmc.md?metric=Weighted%20F1%20Score>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/white-blood-cell-classification-on-bmc.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Weighted F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| I8(ViT-L/16) | 85 | Not recorded | 68fa7bc61e209131cea8a5f3 |
| ViT-L/16 | 84.6 | Not recorded | 68fa7bc61e209131cea8a5f3 |
| I8(ViT-L/16) | 83.5 | Not recorded | 68fa7bc61e209131cea8a5f3 |
| ViT-L/16 | 83.1 | Not recorded | 68fa7bc61e209131cea8a5f3 |
| I8(ViT-L/16) | 78.1 | Not recorded | 68fa7bc61e209131cea8a5f3 |
| ViT-L/16 | 78 | Not recorded | 68fa7bc61e209131cea8a5f3 |

### I8(ViT-L/16)

Weighted F1 Score: 85. Result ID: 6a4cd9d960b88bb339caf20a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Lin. probe"}. This record does not assert independent reproduction.

### ViT-L/16

Weighted F1 Score: 84.6. Result ID: 6a4cd9d960b88bb339caf207.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"Evaluation Protocol":"Lin. probe"}. This record does not assert independent reproduction.

### I8(ViT-L/16)

Weighted F1 Score: 83.5. Result ID: 6a4cd9d960b88bb339caf209.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"20-k-NN"}. This record does not assert independent reproduction.

### ViT-L/16

Weighted F1 Score: 83.1. Result ID: 6a4cd9d960b88bb339caf206.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"Evaluation Protocol":"20-k-NN"}. This record does not assert independent reproduction.

### I8(ViT-L/16)

Weighted F1 Score: 78.1. Result ID: 6a4cd9d960b88bb339caf208.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"1-k-NN"}. This record does not assert independent reproduction.

### ViT-L/16

Weighted F1 Score: 78. Result ID: 6a4cd9d960b88bb339caf205.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"Evaluation Protocol":"1-k-NN"}. This record does not assert independent reproduction.

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