# Cardiac Structure Segmentation on MM-WHS MRI to CT adaptation (test)

Source: [Cardiac Structure Segmentation on MM-WHS MRI to CT adaptation (test)](<https://www.sota2.com/research/sota/cardiac-structure-segmentation-on-mm-whs-mri-to-ct-adaptation-test>)

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

Data updated: 2026-06-23T09:07:44.061Z

Evaluation of cardiac structure segmentation performance on the test split of the MMWHS dataset, specifically for the MRI input to CT adaptation task, reporting metrics for AA, LA, LV, Myo, and OOD regions.

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 | Cardiac Structure Segmentation |
| Dataset (including any stated split) | MM-WHS MRI to CT adaptation (test) |
| Metric | AA Score |
| 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

- [AA Score](<https://www.sota2.com/research/sota/cardiac-structure-segmentation-on-mm-whs-mri-to-ct-adaptation-test.md?metric=AA%20Score>): Higher is better; unit: PERCENT.

- [LA Score](<https://www.sota2.com/research/sota/cardiac-structure-segmentation-on-mm-whs-mri-to-ct-adaptation-test.md?metric=LA%20Score>): Higher is better; unit: PERCENT.

- [LV Score](<https://www.sota2.com/research/sota/cardiac-structure-segmentation-on-mm-whs-mri-to-ct-adaptation-test.md?metric=LV%20Score>): Higher is better; unit: PERCENT.

- [Myo Score](<https://www.sota2.com/research/sota/cardiac-structure-segmentation-on-mm-whs-mri-to-ct-adaptation-test.md?metric=Myo%20Score>): Higher is better; unit: PERCENT.

- [OOD Score](<https://www.sota2.com/research/sota/cardiac-structure-segmentation-on-mm-whs-mri-to-ct-adaptation-test.md?metric=OOD%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AA Score | Result date | Report paper |
| --- | --- | --- | --- |
| ADualVUOT | 93.1 | Not recorded | 6a3a1344206542251d7c71e4 |
| DualVUOT | 90.9 | Not recorded | 6a3a1344206542251d7c71e4 |
| PUFT | 88.1 | Not recorded | 6a3a1344206542251d7c71e4 |
| VUGW | 87.3 | Not recorded | 6a3a1344206542251d7c71e4 |
| JUMBOT | 62.6 | Not recorded | 6a3a1344206542251d7c71e4 |
| NoAdaptation | 19 | Not recorded | 6a3a1344206542251d7c71e4 |

### ADualVUOT

AA Score: 93.1. Result ID: 6a3a4ccefbc373592c356f18.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1344206542251d7c71e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1344206542251d7c71e4.md>)

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

### DualVUOT

AA Score: 90.9. Result ID: 6a3a4ccefbc373592c356f19.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1344206542251d7c71e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1344206542251d7c71e4.md>)

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

### PUFT

AA Score: 88.1. Result ID: 6a3a4ccefbc373592c356f1b.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1344206542251d7c71e4.md>)

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

### VUGW

AA Score: 87.3. Result ID: 6a3a4ccefbc373592c356f1a.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1344206542251d7c71e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1344206542251d7c71e4.md>)

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

### JUMBOT

AA Score: 62.6. Result ID: 6a3a4ccefbc373592c356f1c.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1344206542251d7c71e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa57dd1e209131ce9a909c.md>)

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

### NoAdaptation

AA Score: 19. Result ID: 6a3a4ccefbc373592c356f1d.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1344206542251d7c71e4.md>)

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

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