# Breast Cancer Detection on Breast cancer ultrasound (BU) (5-fold cross-validation)

Source: [Breast Cancer Detection on Breast cancer ultrasound (BU) (5-fold cross-validation)](<https://www.sota2.com/research/sota/breast-cancer-detection-on-breast-cancer-ultrasound-bu-5-fold-cross-validation>)

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

Data updated: 2026-02-26T06:04:38.961Z

Evaluation of Breast Cancer Detection performance using the Breast Cancer Ultrasound (BU) dataset, assessed via 5-fold cross-validation, reporting metrics like Accuracy, Specificity, and 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 | Breast cancer detection |
| Dataset (including any stated split) | Breast cancer ultrasound (BU) (5-fold cross-validation) |
| Metric | Specificity |
| 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

- [Specificity](<https://www.sota2.com/research/sota/breast-cancer-detection-on-breast-cancer-ultrasound-bu-5-fold-cross-validation.md?metric=Specificity>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/breast-cancer-detection-on-breast-cancer-ultrasound-bu-5-fold-cross-validation.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Sensitivity](<https://www.sota2.com/research/sota/breast-cancer-detection-on-breast-cancer-ultrasound-bu-5-fold-cross-validation.md?metric=Sensitivity>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Specificity | Result date | Report paper |
| --- | --- | --- | --- |
| ResNet50 | 97.5 | Not recorded | 68fa7a101e209131cea80e17 |
| DenseNet121 | 96.8 | Not recorded | 68fa7a101e209131cea80e17 |
| OmniMAE | 94.7 | Not recorded | 68fa7a101e209131cea80e17 |
| MAE | 94.5 | Not recorded | 68fa7a101e209131cea80e17 |
| GLCM-MAE | 93.6 | Not recorded | 68fa7a101e209131cea80e17 |
| RadFormer | 88.1 | Not recorded | 68fa7a101e209131cea80e17 |

### ResNet50

Specificity: 97.5. Result ID: 698b6c027a967eddb76e738c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

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

### DenseNet121

Specificity: 96.8. Result ID: 698b6c027a967eddb76e738d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63f31e209131cea01bfd.md>)

[Implementation](<https://github.com/liuzhuang13/DenseNet>)

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

### OmniMAE

Specificity: 94.7. Result ID: 698b6c027a967eddb76e7390.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f961e209131cea4674e.md>)

[Implementation](<https://github.com/facebookresearch/omnivore>)

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

### MAE

Specificity: 94.5. Result ID: 698b6c027a967eddb76e738f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

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

### GLCM-MAE

Specificity: 93.6. Result ID: 698b6c027a967eddb76e7391.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Implementation](<https://github.com/ChetanMadan/GLCM-MAE>)

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

### RadFormer

Specificity: 88.1. Result ID: 698b6c027a967eddb76e738e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e17.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6de91e209131cea3ce0b.md>)

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

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