# Classification on BreaKHis 400X magnification

Source: [Classification on BreaKHis 400X magnification](<https://www.sota2.com/research/sota/classification-on-breakhis-400x-magnification>)

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

Data updated: 2026-03-17T10:13:44.135Z

Evaluation of classification performance on the BreaKHis dataset using the 400X magnification setting, reporting accuracy.

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 | Classification |
| Dataset (including any stated split) | BreaKHis 400X magnification |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/classification-on-breakhis-400x-magnification.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| HF + DNN | 88.67 | Not recorded | 69b8e0170636e5bf4afbeadd |
| Histo-MExNet | 88.46 | Not recorded | 69b8e0170636e5bf4afbeadd |
| CSDCNN | 87.6 | Not recorded | 69b8e0170636e5bf4afbeadd |
| ES-CNN | 78.3 | Not recorded | 69b8e0170636e5bf4afbeadd |

### HF + DNN

Accuracy: 88.67. Result ID: 69b9294747f34ce924a26ba4.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0170636e5bf4afbeadd.md>)

Recorded evaluation configuration: {"Magnification":"400X"}. This record does not assert independent reproduction.

### Histo-MExNet

Accuracy: 88.46. Result ID: 69b9294747f34ce924a26ba6.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0170636e5bf4afbeadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e0170636e5bf4afbeadd.md>)

Recorded evaluation configuration: {"Magnification":"400X"}. This record does not assert independent reproduction.

### CSDCNN

Accuracy: 87.6. Result ID: 69b9294747f34ce924a26ba5.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0170636e5bf4afbeadd.md>)

Recorded evaluation configuration: {"Magnification":"400X"}. This record does not assert independent reproduction.

### ES-CNN

Accuracy: 78.3. Result ID: 69b9294747f34ce924a26ba3.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0170636e5bf4afbeadd.md>)

Recorded evaluation configuration: {"Magnification":"400X"}. This record does not assert independent reproduction.

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