# Semantic Segmentation on Nuclei

Source: [Semantic Segmentation on Nuclei](<https://www.sota2.com/research/sota/semantic-segmentation-on-nuclei>)

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

Data updated: 2026-02-26T05:47:18.855Z

Evaluation of Semantic Segmentation performance on the Nuclei dataset, typically measured using Intersection over Union (IoU).

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) | Nuclei |
| Metric | IoU |
| 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

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

## Recorded results

| Method | IoU | Result date | Report paper |
| --- | --- | --- | --- |
| UNet++ | 92.44 | Not recorded | 68fa67001e209131cea13aa4 |
| UNet++ | 92.37 | Not recorded | 68fa67001e209131cea13aa4 |
| UNet+ | 92.04 | Not recorded | 68fa67001e209131cea13aa4 |
| UNet+ | 91.73 | Not recorded | 68fa67001e209131cea13aa4 |
| U-Net | 90.57 | Not recorded | 68fa67001e209131cea13aa4 |
| wide U-Net | 90.47 | Not recorded | 68fa67001e209131cea13aa4 |

### UNet++

IoU: 92.44. Result ID: 698d13c18b517eb4331ed296.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67001e209131cea13aa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67001e209131cea13aa4.md>)

[Implementation](<https://github.com/MrGiovanni/UNetPlusPlus>)

Recorded evaluation configuration: {"Deep Supervision":false,"Params":"9.0M"}. This record does not assert independent reproduction.

### UNet++

IoU: 92.37. Result ID: 698d13c18b517eb4331ed297.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67001e209131cea13aa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67001e209131cea13aa4.md>)

[Implementation](<https://github.com/MrGiovanni/UNetPlusPlus>)

Recorded evaluation configuration: {"Deep Supervision":true,"Params":"9.0M"}. This record does not assert independent reproduction.

### UNet+

IoU: 92.04. Result ID: 698d13c18b517eb4331ed295.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67001e209131cea13aa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67001e209131cea13aa4.md>)

[Implementation](<https://github.com/MrGiovanni/UNetPlusPlus>)

Recorded evaluation configuration: {"Deep Supervision":true,"Params":"8.7M"}. This record does not assert independent reproduction.

### UNet+

IoU: 91.73. Result ID: 698d13c18b517eb4331ed294.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67001e209131cea13aa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67001e209131cea13aa4.md>)

[Implementation](<https://github.com/MrGiovanni/UNetPlusPlus>)

Recorded evaluation configuration: {"Deep Supervision":false,"Params":"8.7M"}. This record does not assert independent reproduction.

### U-Net

IoU: 90.57. Result ID: 698d13c18b517eb4331ed292.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67001e209131cea13aa4.md>)

Recorded evaluation configuration: {"Deep Supervision":false,"Params":"7.8M"}. This record does not assert independent reproduction.

### wide U-Net

IoU: 90.47. Result ID: 698d13c18b517eb4331ed293.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67001e209131cea13aa4.md>)

Recorded evaluation configuration: {"Deep Supervision":false,"Params":"9.1M"}. This record does not assert independent reproduction.

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