# Semantic Segmentation on Thoracic

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

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

Data updated: 2026-05-13T07:34:26.530Z

Evaluation of Semantic Segmentation performance on the Thoracic dataset, reporting metrics such as mDICE (Dice Score).

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) | Thoracic |
| Metric | mDICE |
| 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

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

## Recorded results

| Method | mDICE | Result date | Report paper |
| --- | --- | --- | --- |
| DenseTRF | 81.35 | Not recorded | 6a04057fdbc836b87d827493 |
| Unet + MIT | 76.5 | Not recorded | 6a04057fdbc836b87d827493 |
| Unet + Resnet | 71.9 | Not recorded | 6a04057fdbc836b87d827493 |
| Swin-UNETR | 68.18 | Not recorded | 6a04057fdbc836b87d827493 |
| Mask2former | 68.14 | Not recorded | 6a04057fdbc836b87d827493 |
| Segman | 55.52 | Not recorded | 6a04057fdbc836b87d827493 |

### DenseTRF

mDICE: 81.35. Result ID: 6a04297b47f34ce924e9bab3.

[Reporting paper](<https://www.sota2.com/research/paper/6a04057fdbc836b87d827493.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a04057fdbc836b87d827493.md>)

Recorded evaluation configuration: {"Para \[MB\]":"388"}. This record does not assert independent reproduction.

### Unet + MIT

mDICE: 76.5. Result ID: 6a04297b47f34ce924e9bab2.

[Reporting paper](<https://www.sota2.com/research/paper/6a04057fdbc836b87d827493.md>)

Recorded evaluation configuration: {"Para \[MB\]":"251"}. This record does not assert independent reproduction.

### Unet + Resnet

mDICE: 71.9. Result ID: 6a04297b47f34ce924e9bab1.

[Reporting paper](<https://www.sota2.com/research/paper/6a04057fdbc836b87d827493.md>)

Recorded evaluation configuration: {"Para \[MB\]":"127"}. This record does not assert independent reproduction.

### Swin-UNETR

mDICE: 68.18. Result ID: 6a04297b47f34ce924e9bab0.

[Reporting paper](<https://www.sota2.com/research/paper/6a04057fdbc836b87d827493.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b831e209131cea2eb83.md>)

Recorded evaluation configuration: {"Para \[MB\]":"88"}. This record does not assert independent reproduction.

### Mask2former

mDICE: 68.14. Result ID: 6a04297b47f34ce924e9baae.

[Reporting paper](<https://www.sota2.com/research/paper/6a04057fdbc836b87d827493.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbf1e209131cea35c19.md>)

[Implementation](<https://bowenc0221.github.io/mask2former>)

Recorded evaluation configuration: {"Para \[MB\]":"421"}. This record does not assert independent reproduction.

### Segman

mDICE: 55.52. Result ID: 6a04297b47f34ce924e9baaf.

[Reporting paper](<https://www.sota2.com/research/paper/6a04057fdbc836b87d827493.md>)

Recorded evaluation configuration: {"Para \[MB\]":"202"}. This record does not assert independent reproduction.

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