# Multimodal Segmentation on MSD-Liver

Source: [Multimodal Segmentation on MSD-Liver](<https://www.sota2.com/research/sota/multimodal-segmentation-on-msd-liver>)

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

Data updated: 2026-02-26T05:40:25.657Z

Evaluation of multimodal segmentation performance on the MSD-Liver dataset, typically reporting the Dice Similarity Coefficient (DSC).

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 | Multimodal Segmentation |
| Dataset (including any stated split) | MSD-Liver |
| Metric | DSC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

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

## Recorded results

| Method | DSC | Result date | Report paper |
| --- | --- | --- | --- |
| MAST-Pro | 72.96 | Not recorded | 68fa77821e209131cea73afc |
| ZePT | 69.58 | Not recorded | 68fa77821e209131cea73afc |
| MA-SAM | 69.16 | Not recorded | 68fa77821e209131cea73afc |
| SegVol | 69.07 | Not recorded | 68fa77821e209131cea73afc |
| Universal Model | 65.92 | Not recorded | 68fa77821e209131cea73afc |
| Swin UNETR | 63.24 | Not recorded | 68fa77821e209131cea73afc |
| nnU-Net | 60.22 | Not recorded | 68fa77821e209131cea73afc |
| Med-SAM3D | 47.81 | Not recorded | 68fa77821e209131cea73afc |

### MAST-Pro

DSC: 72.96. Result ID: 699498ea3a6c3148491e4c20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

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

### ZePT

DSC: 69.58. Result ID: 699498ea3a6c3148491e4c1f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea579a7.md>)

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

### MA-SAM

DSC: 69.16. Result ID: 699498ea3a6c3148491e4c1c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa709b1e209131cea4c343.md>)

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

### SegVol

DSC: 69.07. Result ID: 699498ea3a6c3148491e4c1d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76f01e209131cea701c0.md>)

[Implementation](<https://github.com/BAAI-DCAI/SegVol>)

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

### Universal Model

DSC: 65.92. Result ID: 699498ea3a6c3148491e4c1e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e31e209131cea5eb0d.md>)

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

### Swin UNETR

DSC: 63.24. Result ID: 699498ea3a6c3148491e4c1a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea3234f.md>)

[Implementation](<https://monai.io/research/swin-unetr>)

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

### nnU-Net

DSC: 60.22. Result ID: 699498ea3a6c3148491e4c19.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

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

### Med-SAM3D

DSC: 47.81. Result ID: 699498ea3a6c3148491e4c1b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74c81e209131cea63c72.md>)

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

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