# Semantic Segmentation on MM-WHS CT to MRI adaptation

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

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

Data updated: 2026-06-23T09:07:44.036Z

Evaluation of Semantic Segmentation performance on the MMWHS dataset, specifically focusing on the cross-modality adaptation from CT input to MRI targets, reporting structure-specific scores (AA, LA, LV, Myo, OOD).

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) | MM-WHS CT to MRI adaptation |
| 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/semantic-segmentation-on-mm-whs-ct-to-mri-adaptation.md?metric=AA%20Score>): Higher is better; unit: PERCENT.

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

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

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

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

## Recorded results

| Method | AA Score | Result date | Report paper |
| --- | --- | --- | --- |
| ADualVUOT | 76.7 | Not recorded | 6a3a1344206542251d7c71e4 |
| DualVUOT | 74.4 | Not recorded | 6a3a1344206542251d7c71e4 |
| VUGW | 72.3 | Not recorded | 6a3a1344206542251d7c71e4 |
| PUFT | 69.3 | Not recorded | 6a3a1344206542251d7c71e4 |
| JUMBOT | 60.2 | Not recorded | 6a3a1344206542251d7c71e4 |
| NoAdaptation | 2 | Not recorded | 6a3a1344206542251d7c71e4 |

### ADualVUOT

AA Score: 76.7. Result ID: 6a3a4ccefbc373592c356f12.

[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: 74.4. Result ID: 6a3a4ccefbc373592c356f13.

[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.

### VUGW

AA Score: 72.3. Result ID: 6a3a4ccefbc373592c356f14.

[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: 69.3. Result ID: 6a3a4ccefbc373592c356f15.

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

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

### JUMBOT

AA Score: 60.2. Result ID: 6a3a4ccefbc373592c356f16.

[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: 2. Result ID: 6a3a4ccefbc373592c356f17.

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

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.
