# Breast Cancer Cell Classification on Breast Cancer Cell Dataset (test)

Source: [Breast Cancer Cell Classification on Breast Cancer Cell Dataset (test)](<https://www.sota2.com/research/sota/breast-cancer-cell-classification-on-breast-cancer-cell-dataset-test>)

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

Data updated: 2026-02-26T05:28:29.636Z

Evaluation of Breast Cancer Cell Classification performance on the test split of the Breast Cancer Cell Dataset, reporting metrics like accuracy, precision, and recall.

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 | Breast Cancer Cell Classification |
| Dataset (including any stated split) | Breast Cancer Cell Dataset (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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/breast-cancer-cell-classification-on-breast-cancer-cell-dataset-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/breast-cancer-cell-classification-on-breast-cancer-cell-dataset-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/breast-cancer-cell-classification-on-breast-cancer-cell-dataset-test.md?metric=Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MPCS-OP | 98.18 | Not recorded | 68fa6d691e209131cea39a68 |
| MPCS-FP | 98.14 | Not recorded | 68fa6d691e209131cea39a68 |
| MPCS-RP | 98.1 | Not recorded | 68fa6d691e209131cea39a68 |
| MPCS-OP | 96.36 | Not recorded | 68fa6d691e209131cea39a68 |
| MPCS-FP | 96.29 | Not recorded | 68fa6d691e209131cea39a68 |
| MPCS-RP | 96.22 | Not recorded | 68fa6d691e209131cea39a68 |
| MATN | 91.7 | Not recorded | 68fa6d691e209131cea39a68 |
| ST | 86 | Not recorded | 68fa6d691e209131cea39a68 |
| ATN | 75.5 | Not recorded | 68fa6d691e209131cea39a68 |

### MPCS-OP

Accuracy: 98.18. Result ID: 698fa0313a6c314849faa0b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea39a68.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea39a68.md>)

[Implementation](<https://github.com/prakashchhipa/Magnification-Prior-Self-Supervised-Method>)

Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned","Encoder":"ResNet-50"}. This record does not assert independent reproduction.

### MPCS-FP

Accuracy: 98.14. Result ID: 698fa0313a6c314849faa0b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea39a68.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea39a68.md>)

[Implementation](<https://github.com/prakashchhipa/Magnification-Prior-Self-Supervised-Method>)

Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned","Encoder":"ResNet-50"}. This record does not assert independent reproduction.

### MPCS-RP

Accuracy: 98.1. Result ID: 698fa0313a6c314849faa0b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea39a68.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea39a68.md>)

[Implementation](<https://github.com/prakashchhipa/Magnification-Prior-Self-Supervised-Method>)

Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned","Encoder":"ResNet-50"}. This record does not assert independent reproduction.

### MPCS-OP

Accuracy: 96.36. Result ID: 698fa0313a6c314849faa0ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea39a68.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea39a68.md>)

[Implementation](<https://github.com/prakashchhipa/Magnification-Prior-Self-Supervised-Method>)

Recorded evaluation configuration: {"Evaluation Protocol":"Linear-evaluation","Encoder":"ResNet-50"}. This record does not assert independent reproduction.

### MPCS-FP

Accuracy: 96.29. Result ID: 698fa0313a6c314849faa0b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea39a68.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea39a68.md>)

[Implementation](<https://github.com/prakashchhipa/Magnification-Prior-Self-Supervised-Method>)

Recorded evaluation configuration: {"Evaluation Protocol":"Linear-evaluation","Encoder":"ResNet-50"}. This record does not assert independent reproduction.

### MPCS-RP

Accuracy: 96.22. Result ID: 698fa0313a6c314849faa0bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea39a68.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea39a68.md>)

[Implementation](<https://github.com/prakashchhipa/Magnification-Prior-Self-Supervised-Method>)

Recorded evaluation configuration: {"Evaluation Protocol":"Linear-evaluation","Encoder":"ResNet-50"}. This record does not assert independent reproduction.

### MATN

Accuracy: 91.7. Result ID: 698fa0313a6c314849faa0b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea39a68.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b6b1e209131cea2e3c3.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned","Encoder":"ResNet-50"}. This record does not assert independent reproduction.

### ST

Accuracy: 86. Result ID: 698fa0313a6c314849faa0b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea39a68.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned","Encoder":"ResNet-50"}. This record does not assert independent reproduction.

### ATN

Accuracy: 75.5. Result ID: 698fa0313a6c314849faa0b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea39a68.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64861e209131cea052eb.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned","Encoder":"ResNet-50"}. This record does not assert independent reproduction.

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