# Semantic Segmentation on Synapse multi-organ CT

Source: [Semantic Segmentation on Synapse multi-organ CT](<https://www.sota2.com/research/sota/semantic-segmentation-on-synapse-multi-organ-ct>)

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

Data updated: 2026-02-26T05:41:05.006Z

Evaluation of Semantic Segmentation performance on the Synapse multi-organ CT dataset, reporting 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) | Synapse multi-organ CT |
| Metric | Dice Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Dice Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-synapse-multi-organ-ct.md?metric=Dice%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Dice Score | Result date | Report paper |
| --- | --- | --- | --- |
| TransUNet + S2S2 | 0.8119 | Not recorded | 68fa76491e209131cea6c23e |
| TransUNet | 0.7686 | Not recorded | 68fa76491e209131cea6c23e |
| R50-AttnUNet | 0.7557 | Not recorded | 68fa76491e209131cea6c23e |
| R50-ViT-CUP | 0.7129 | Not recorded | 68fa76491e209131cea6c23e |
| VIT-CUP | 0.6786 | Not recorded | 68fa76491e209131cea6c23e |

### TransUNet + S2S2

Dice Score: 0.8119. Result ID: 699418623a6c3148491b04a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76491e209131cea6c23e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76491e209131cea6c23e.md>)

[Implementation](<https://github.com/ymp5078/Semantic-Stacking>)

Recorded evaluation configuration: {"S2S2 module":true}. This record does not assert independent reproduction.

### TransUNet

Dice Score: 0.7686. Result ID: 699418623a6c3148491b04a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76491e209131cea6c23e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69351e209131cea20d62.md>)

[Implementation](<https://github.com/Beckschen/TransUNet>)

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

### R50-AttnUNet

Dice Score: 0.7557. Result ID: 699418623a6c3148491b04a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76491e209131cea6c23e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65501e209131cea0995c.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### R50-ViT-CUP

Dice Score: 0.7129. Result ID: 699418623a6c3148491b04a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76491e209131cea6c23e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### VIT-CUP

Dice Score: 0.6786. Result ID: 699418623a6c3148491b04a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76491e209131cea6c23e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

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

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