# Semantic Segmentation on Breast biopsy (val)

Source: [Semantic Segmentation on Breast biopsy (val)](<https://www.sota2.com/research/sota/semantic-segmentation-on-breast-biopsy-val>)

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

Data updated: 2026-02-26T06:10:11.148Z

Evaluation of Semantic Segmentation performance on the validation split of the Breast biopsy dataset, measured using mean Intersection over Union (mIOU).

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 | Semantic Segmentation |
| Dataset (including any stated split) | Breast biopsy (val) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [mIoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-breast-biopsy-val.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| Mehta et al. | 44.2 | Not recorded | 68fa649b1e209131cea057b7 |
| ESPNet | 44.03 | Not recorded | 68fa649b1e209131cea057b7 |
| SegNet | 37.6 | Not recorded | 68fa649b1e209131cea057b7 |

### Mehta et al.

mIoU: 44.2. Result ID: 698c4d5637894ef7d9cd5afe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa649b1e209131cea057b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63b51e209131cea002f4.md>)

Recorded evaluation configuration: {"Module":"ResNet","# Params":"26.03M"}. This record does not assert independent reproduction.

### ESPNet

mIoU: 44.03. Result ID: 698c4d5637894ef7d9cd5afc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa649b1e209131cea057b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649b1e209131cea057b7.md>)

[Implementation](<https://github.com/sacmehta/ESPNet>)

Recorded evaluation configuration: {"Module":"ESP","# Params":"2.75M"}. This record does not assert independent reproduction.

### SegNet

mIoU: 37.6. Result ID: 698c4d5637894ef7d9cd5afd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa649b1e209131cea057b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d51e209131ce9fb761.md>)

[Implementation](<http://mi.eng.cam.ac.uk/projects/segnet/>)

Recorded evaluation configuration: {"Module":"VGG","# Params":"12.80M"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.