# Semantic Segmentation on Cardiac (test)

Source: [Semantic Segmentation on Cardiac (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-cardiac-test>)

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

Data updated: 2026-02-26T05:40:16.554Z

Evaluation of Semantic Segmentation performance on the test split of the Cardiac dataset, reporting DICE and LC metrics.

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) | Cardiac (test) |
| Metric | DICE |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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](<https://www.sota2.com/research/sota/semantic-segmentation-on-cardiac-test.md?metric=DICE>): Higher is better; unit: PERCENT.

- [LC](<https://www.sota2.com/research/sota/semantic-segmentation-on-cardiac-test.md?metric=LC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | DICE | Result date | Report paper |
| --- | --- | --- | --- |
| OursAff + DSSstep2 | 37.53 | Not recorded | 68fa74681e209131cea61882 |
| OursAff + Oursstep2 | 30.92 | Not recorded | 68fa74681e209131cea61882 |
| Ourscomb + DSSstep2 | 29.25 | Not recorded | 68fa74681e209131cea61882 |
| Ourscomb + Oursstep2 | 28.11 | Not recorded | 68fa74681e209131cea61882 |
| Oursproc + Oursstep2 | 26.82 | Not recorded | 68fa74681e209131cea61882 |
| DSS baseline | 26.12 | Not recorded | 68fa74681e209131cea61882 |
| Oursproc + DSSstep2 | 25.38 | Not recorded | 68fa74681e209131cea61882 |

### OursAff + DSSstep2

DICE: 37.53. Result ID: 6993525f3a6c314849152bfe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74681e209131cea61882.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74681e209131cea61882.md>)

[Implementation](<https://github.com/alexaatm/UnsupervisedSegmentor4Ultrasound.git>)

Recorded evaluation configuration: {"Affinities":"Learned Affinities","Step II":"DSS"}. This record does not assert independent reproduction.

### OursAff + Oursstep2

DICE: 30.92. Result ID: 6993525f3a6c314849152c01.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74681e209131cea61882.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74681e209131cea61882.md>)

[Implementation](<https://github.com/alexaatm/UnsupervisedSegmentor4Ultrasound.git>)

Recorded evaluation configuration: {"Affinities":"Learned Affinities","Step II":"Ours"}. This record does not assert independent reproduction.

### Ourscomb + DSSstep2

DICE: 29.25. Result ID: 6993525f3a6c314849152bff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74681e209131cea61882.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74681e209131cea61882.md>)

[Implementation](<https://github.com/alexaatm/UnsupervisedSegmentor4Ultrasound.git>)

Recorded evaluation configuration: {"Affinities":"Combined","Step II":"DSS"}. This record does not assert independent reproduction.

### Ourscomb + Oursstep2

DICE: 28.11. Result ID: 6993525f3a6c314849152c02.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74681e209131cea61882.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74681e209131cea61882.md>)

[Implementation](<https://github.com/alexaatm/UnsupervisedSegmentor4Ultrasound.git>)

Recorded evaluation configuration: {"Affinities":"Combined","Step II":"Ours"}. This record does not assert independent reproduction.

### Oursproc + Oursstep2

DICE: 26.82. Result ID: 6993525f3a6c314849152c00.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74681e209131cea61882.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74681e209131cea61882.md>)

[Implementation](<https://github.com/alexaatm/UnsupervisedSegmentor4Ultrasound.git>)

Recorded evaluation configuration: {"Affinities":"Preprocessing only","Step II":"Ours"}. This record does not assert independent reproduction.

### DSS baseline

DICE: 26.12. Result ID: 6993525f3a6c314849152bfc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74681e209131cea61882.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c851e209131cea3477a.md>)

Recorded evaluation configuration: {"Step II":"DSS"}. This record does not assert independent reproduction.

### Oursproc + DSSstep2

DICE: 25.38. Result ID: 6993525f3a6c314849152bfd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74681e209131cea61882.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74681e209131cea61882.md>)

[Implementation](<https://github.com/alexaatm/UnsupervisedSegmentor4Ultrasound.git>)

Recorded evaluation configuration: {"Affinities":"Preprocessing only","Step II":"DSS"}. This record does not assert independent reproduction.

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