# Medical Image Segmentation on AbdomenCT-1K (test)

Source: [Medical Image Segmentation on AbdomenCT-1K (test)](<https://www.sota2.com/research/sota/medical-image-segmentation-on-abdomenct-1k-test>)

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

Data updated: 2026-04-10T07:38:48.179Z

Evaluation of medical image segmentation performance on the test set of the AbdomenCT-1K dataset, reporting Dice Similarity Coefficient (DSC) and Normalized Surface Distance (NSD).

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 | Medical Image Segmentation |
| Dataset (including any stated split) | AbdomenCT-1K (test) |
| Metric | DSC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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/medical-image-segmentation-on-abdomenct-1k-test.md?metric=DSC>): Higher is better; unit: PERCENT.

- [NSD](<https://www.sota2.com/research/sota/medical-image-segmentation-on-abdomenct-1k-test.md?metric=NSD>): Higher is better; unit: PERCENT.

## Recorded results

| Method | DSC | Result date | Report paper |
| --- | --- | --- | --- |
| Permutation-COMQ | 93.615 | Not recorded | 69d883ec7d0172140ec778ac |
| Baseline | 93.505 | Not recorded | 69d883ec7d0172140ec778ac |
| RTN | 93.499 | Not recorded | 69d883ec7d0172140ec778ac |
| COMQ | 93.486 | Not recorded | 69d883ec7d0172140ec778ac |
| Permutation-COMQ | 93.434 | Not recorded | 69d883ec7d0172140ec778ac |
| COMQ | 91.874 | Not recorded | 69d883ec7d0172140ec778ac |
| RTN | 90.526 | Not recorded | 69d883ec7d0172140ec778ac |
| Permutation-COMQ | 86.939 | Not recorded | 69d883ec7d0172140ec778ac |
| COMQ | 71.8 | Not recorded | 69d883ec7d0172140ec778ac |
| RTN | 29.79 | Not recorded | 69d883ec7d0172140ec778ac |

### Permutation-COMQ

DSC: 93.615. Result ID: 69d8a7ed47f34ce924c13324.

[Reporting paper](<https://www.sota2.com/research/paper/69d883ec7d0172140ec778ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d883ec7d0172140ec778ac.md>)

Recorded evaluation configuration: {"Wbit":"8"}. This record does not assert independent reproduction.

### Baseline

DSC: 93.505. Result ID: 69d8a7ed47f34ce924c13325.

[Reporting paper](<https://www.sota2.com/research/paper/69d883ec7d0172140ec778ac.md>)

Recorded evaluation configuration: {"Wbit":"32"}. This record does not assert independent reproduction.

### RTN

DSC: 93.499. Result ID: 69d8a7ed47f34ce924c13323.

[Reporting paper](<https://www.sota2.com/research/paper/69d883ec7d0172140ec778ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78bd1e209131cea7a2a6.md>)

Recorded evaluation configuration: {"Wbit":"8"}. This record does not assert independent reproduction.

### COMQ

DSC: 93.486. Result ID: 69d8a7ed47f34ce924c13322.

[Reporting paper](<https://www.sota2.com/research/paper/69d883ec7d0172140ec778ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75521e209131cea67242.md>)

Recorded evaluation configuration: {"Wbit":"8"}. This record does not assert independent reproduction.

### Permutation-COMQ

DSC: 93.434. Result ID: 69d8a7ed47f34ce924c13321.

[Reporting paper](<https://www.sota2.com/research/paper/69d883ec7d0172140ec778ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d883ec7d0172140ec778ac.md>)

Recorded evaluation configuration: {"Wbit":"4"}. This record does not assert independent reproduction.

### COMQ

DSC: 91.874. Result ID: 69d8a7ed47f34ce924c1331f.

[Reporting paper](<https://www.sota2.com/research/paper/69d883ec7d0172140ec778ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75521e209131cea67242.md>)

Recorded evaluation configuration: {"Wbit":"4"}. This record does not assert independent reproduction.

### RTN

DSC: 90.526. Result ID: 69d8a7ed47f34ce924c13320.

[Reporting paper](<https://www.sota2.com/research/paper/69d883ec7d0172140ec778ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78bd1e209131cea7a2a6.md>)

Recorded evaluation configuration: {"Wbit":"4"}. This record does not assert independent reproduction.

### Permutation-COMQ

DSC: 86.939. Result ID: 69d8a7ed47f34ce924c1331e.

[Reporting paper](<https://www.sota2.com/research/paper/69d883ec7d0172140ec778ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d883ec7d0172140ec778ac.md>)

Recorded evaluation configuration: {"Wbit":"2"}. This record does not assert independent reproduction.

### COMQ

DSC: 71.8. Result ID: 69d8a7ed47f34ce924c1331c.

[Reporting paper](<https://www.sota2.com/research/paper/69d883ec7d0172140ec778ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75521e209131cea67242.md>)

Recorded evaluation configuration: {"Wbit":"2"}. This record does not assert independent reproduction.

### RTN

DSC: 29.79. Result ID: 69d8a7ed47f34ce924c1331d.

[Reporting paper](<https://www.sota2.com/research/paper/69d883ec7d0172140ec778ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78bd1e209131cea7a2a6.md>)

Recorded evaluation configuration: {"Wbit":"2"}. This record does not assert independent reproduction.

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