# Image Classification on BloodMNIST v2 (test)

Source: [Image Classification on BloodMNIST v2 (test)](<https://www.sota2.com/research/sota/image-classification-on-bloodmnist-v2-test>)

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

Data updated: 2026-02-26T05:25:14.775Z

Evaluation of Image Classification performance on the test split of the BloodMNIST version 2 dataset, reporting Accuracy (ACC) and Area Under the Curve (AUC).

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) | BloodMNIST v2 (test) |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [AUC](<https://www.sota2.com/research/sota/image-classification-on-bloodmnist-v2-test.md?metric=AUC>): Higher is better; unit: PERCENT.

- [Acc](<https://www.sota2.com/research/sota/image-classification-on-bloodmnist-v2-test.md?metric=Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| ResNet-18 | 99.8 | Not recorded | 699bdef909c33900fcd8046c |
| ResNet-18 | 99.8 | Not recorded | 699bdef909c33900fcd8046c |
| AutoKeras | 99.8 | Not recorded | 699bdef909c33900fcd8046c |
| Google AutoML Vision | 99.8 | Not recorded | 699bdef909c33900fcd8046c |
| ResNet-50 | 99.7 | Not recorded | 699bdef909c33900fcd8046c |
| ResNet-50 | 99.7 | Not recorded | 699bdef909c33900fcd8046c |
| auto-sklearn | 98.4 | Not recorded | 699bdef909c33900fcd8046c |
| G-LoG bi-filtration (MLP) | 97.9 | Not recorded | 699bdef909c33900fcd8046c |
| G-LoG bi-filtration (MLP) | 97.8 | Not recorded | 699bdef909c33900fcd8046c |
| G-LoG bi-filtration (MLP) | 97.7 | Not recorded | 699bdef909c33900fcd8046c |
| G-LoG bi-filtration (MLP) | 97.7 | Not recorded | 699bdef909c33900fcd8046c |
| Topo-Med (MLP) | 97.3 | Not recorded | 699bdef909c33900fcd8046c |

### ResNet-18

AUC: 99.8. Result ID: 699d0a995698665ec4aaa09e.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef909c33900fcd8046c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8d1e209131cea408d8.md>)

Recorded evaluation configuration: {"Input Resolution":"28"}. This record does not assert independent reproduction.

### ResNet-18

AUC: 99.8. Result ID: 699d0a995698665ec4aaa09f.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef909c33900fcd8046c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8d1e209131cea408d8.md>)

Recorded evaluation configuration: {"Input Resolution":"224"}. This record does not assert independent reproduction.

### AutoKeras

AUC: 99.8. Result ID: 699d0a995698665ec4aaa0a3.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef909c33900fcd8046c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8d1e209131cea408d8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Google AutoML Vision

AUC: 99.8. Result ID: 699d0a995698665ec4aaa0a4.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef909c33900fcd8046c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8d1e209131cea408d8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ResNet-50

AUC: 99.7. Result ID: 699d0a995698665ec4aaa0a0.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef909c33900fcd8046c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8d1e209131cea408d8.md>)

Recorded evaluation configuration: {"Input Resolution":"28"}. This record does not assert independent reproduction.

### ResNet-50

AUC: 99.7. Result ID: 699d0a995698665ec4aaa0a1.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef909c33900fcd8046c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8d1e209131cea408d8.md>)

Recorded evaluation configuration: {"Input Resolution":"224"}. This record does not assert independent reproduction.

### auto-sklearn

AUC: 98.4. Result ID: 699d0a995698665ec4aaa0a2.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef909c33900fcd8046c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8d1e209131cea408d8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### G-LoG bi-filtration (MLP)

AUC: 97.9. Result ID: 699d0a995698665ec4aaa0a7.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef909c33900fcd8046c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699bdef909c33900fcd8046c.md>)

Recorded evaluation configuration: {"Sigma (σ)":0.5}. This record does not assert independent reproduction.

### G-LoG bi-filtration (MLP)

AUC: 97.8. Result ID: 699d0a995698665ec4aaa0a9.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef909c33900fcd8046c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699bdef909c33900fcd8046c.md>)

Recorded evaluation configuration: {"Sigma (σ)":1.5}. This record does not assert independent reproduction.

### G-LoG bi-filtration (MLP)

AUC: 97.7. Result ID: 699d0a995698665ec4aaa0a6.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef909c33900fcd8046c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699bdef909c33900fcd8046c.md>)

Recorded evaluation configuration: {"Sigma (σ)":0}. This record does not assert independent reproduction.

### G-LoG bi-filtration (MLP)

AUC: 97.7. Result ID: 699d0a995698665ec4aaa0a8.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef909c33900fcd8046c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699bdef909c33900fcd8046c.md>)

Recorded evaluation configuration: {"Sigma (σ)":1}. This record does not assert independent reproduction.

### Topo-Med (MLP)

AUC: 97.3. Result ID: 699d0a995698665ec4aaa0a5.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef909c33900fcd8046c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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