# Regular Cardiac Structure Segmentation on MSCMRseg LGE CMR

Source: [Regular Cardiac Structure Segmentation on MSCMRseg LGE CMR](<https://www.sota2.com/research/sota/regular-cardiac-structure-segmentation-on-mscmrseg-lge-cmr>)

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

Data updated: 2026-05-08T10:39:44.704Z

Evaluation of models performing regular cardiac structure segmentation on the MSCMRseg LGE CMR dataset. Metrics include Dice scores and Hausdorff Distances (HD) for the Left Ventricle (LV), Myocardium (MYO), and Right Ventricle (RV).

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 | Regular cardiac structure segmentation |
| Dataset (including any stated split) | MSCMRseg LGE CMR |
| Metric | Dice (LV) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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 (LV)](<https://www.sota2.com/research/sota/regular-cardiac-structure-segmentation-on-mscmrseg-lge-cmr.md?metric=Dice%20(LV)>): Higher is better; unit: PERCENT.

- [Dice (MYO)](<https://www.sota2.com/research/sota/regular-cardiac-structure-segmentation-on-mscmrseg-lge-cmr.md?metric=Dice%20(MYO)>): Higher is better; unit: PERCENT.

- [Dice (RV)](<https://www.sota2.com/research/sota/regular-cardiac-structure-segmentation-on-mscmrseg-lge-cmr.md?metric=Dice%20(RV)>): Higher is better; unit: PERCENT.

- [Dice (Avg)](<https://www.sota2.com/research/sota/regular-cardiac-structure-segmentation-on-mscmrseg-lge-cmr.md?metric=Dice%20(Avg)>): Higher is better; unit: PERCENT.

- [HD (mm) (LV)](<https://www.sota2.com/research/sota/regular-cardiac-structure-segmentation-on-mscmrseg-lge-cmr.md?metric=HD%20(mm)%20(LV)>): Lower is better; unit: SCALAR.

- [HD (mm) (MYO)](<https://www.sota2.com/research/sota/regular-cardiac-structure-segmentation-on-mscmrseg-lge-cmr.md?metric=HD%20(mm)%20(MYO)>): Lower is better; unit: SCALAR.

- [HD (mm) (RV)](<https://www.sota2.com/research/sota/regular-cardiac-structure-segmentation-on-mscmrseg-lge-cmr.md?metric=HD%20(mm)%20(RV)>): Lower is better; unit: SCALAR.

- [HD (mm) (Avg)](<https://www.sota2.com/research/sota/regular-cardiac-structure-segmentation-on-mscmrseg-lge-cmr.md?metric=HD%20(mm)%20(Avg)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Dice (LV) | Result date | Report paper |
| --- | --- | --- | --- |
| FullSup-nnUNet | 94 | Not recorded | 69fd6e1f5497b3b670c894bb |
| HELPNet | 93.2 | Not recorded | 69fd6e1f5497b3b670c894bb |
| ZScribbleSeg | 92.2 | Not recorded | 69fd6e1f5497b3b670c894bb |
| GatedCRF | 91.7 | Not recorded | 69fd6e1f5497b3b670c894bb |
| FullSupUNet | 90.9 | Not recorded | 69fd6e1f5497b3b670c894bb |
| WSL4 | 90.2 | Not recorded | 69fd6e1f5497b3b670c894bb |
| TIP25 | 90.1 | Not recorded | 69fd6e1f5497b3b670c894bb |
| ScribFormer | 89.6 | Not recorded | 69fd6e1f5497b3b670c894bb |
| ShapePU | 88 | Not recorded | 69fd6e1f5497b3b670c894bb |
| CycleMix | 74.8 | Not recorded | 69fd6e1f5497b3b670c894bb |
| PCE | 51.4 | Not recorded | 69fd6e1f5497b3b670c894bb |
| nnPU | 34.1 | Not recorded | 69fd6e1f5497b3b670c894bb |
| CVIR | 33.1 | Not recorded | 69fd6e1f5497b3b670c894bb |

### FullSup-nnUNet

Dice (LV): 94. Result ID: 69fdbd6747f34ce924e1671b.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

Recorded evaluation configuration: {"supervision":"full"}. This record does not assert independent reproduction.

### HELPNet

Dice (LV): 93.2. Result ID: 69fdbd6747f34ce924e16717.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76591e209131cea6c894.md>)

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

### ZScribbleSeg

Dice (LV): 92.2. Result ID: 69fdbd6747f34ce924e16719.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

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

### GatedCRF

Dice (LV): 91.7. Result ID: 69fdbd6747f34ce924e16711.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66921e209131cea10fd5.md>)

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

### FullSupUNet

Dice (LV): 90.9. Result ID: 69fdbd6747f34ce924e1671a.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63b41e209131cea002a5.md>)

Recorded evaluation configuration: {"supervision":"full"}. This record does not assert independent reproduction.

### WSL4

Dice (LV): 90.2. Result ID: 69fdbd6747f34ce924e16710.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf61e209131cea314b0.md>)

[Implementation](<https://github.com/HiLab-git/WSL4MIS>)

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

### TIP25

Dice (LV): 90.1. Result ID: 69fdbd6747f34ce924e16716.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

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

### ScribFormer

Dice (LV): 89.6. Result ID: 69fdbd6747f34ce924e16718.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa721d1e209131cea5498c.md>)

[Implementation](<https://github.com/HUANGLIZI/ScribFormer>)

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

### ShapePU

Dice (LV): 88. Result ID: 69fdbd6747f34ce924e16715.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35ade.md>)

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

### CycleMix

Dice (LV): 74.8. Result ID: 69fdbd6747f34ce924e16714.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bff1e209131cea31899.md>)

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

### PCE

Dice (LV): 51.4. Result ID: 69fdbd6747f34ce924e1670f.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

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

### nnPU

Dice (LV): 34.1. Result ID: 69fdbd6747f34ce924e16713.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63bc1e209131cea00859.md>)

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

### CVIR

Dice (LV): 33.1. Result ID: 69fdbd6747f34ce924e16712.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2f1e209131cea2cb18.md>)

[Implementation](<https://github.com/acmi-lab/PU_learning>)

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

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