# Semantic Segmentation on Carotid (test)

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

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

Data updated: 2026-02-26T05:40:16.522Z

Evaluation of Semantic Segmentation performance on the test split of the Carotid 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) | Carotid (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-carotid-test.md?metric=DICE>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | DICE | Result date | Report paper |
| --- | --- | --- | --- |
| OursAff + Oursstep2 | 44.98 | Not recorded | 68fa74681e209131cea61882 |
| OursAff + DSSstep2 | 42.56 | Not recorded | 68fa74681e209131cea61882 |
| DSS baseline | 39.24 | Not recorded | 68fa74681e209131cea61882 |
| Oursproc + Oursstep2 | 32.32 | Not recorded | 68fa74681e209131cea61882 |
| Oursproc + DSSstep2 | 32.25 | Not recorded | 68fa74681e209131cea61882 |
| Ourscomb + DSSstep2 | 30.5 | Not recorded | 68fa74681e209131cea61882 |
| Ourscomb + Oursstep2 | 19.3 | Not recorded | 68fa74681e209131cea61882 |

### OursAff + Oursstep2

DICE: 44.98. Result ID: 6993525f3a6c314849152bf3.

[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.

### OursAff + DSSstep2

DICE: 42.56. Result ID: 6993525f3a6c314849152bf0.

[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.

### DSS baseline

DICE: 39.24. Result ID: 6993525f3a6c314849152bee.

[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 + Oursstep2

DICE: 32.32. Result ID: 6993525f3a6c314849152bf2.

[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.

### Oursproc + DSSstep2

DICE: 32.25. Result ID: 6993525f3a6c314849152bef.

[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.

### Ourscomb + DSSstep2

DICE: 30.5. Result ID: 6993525f3a6c314849152bf1.

[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: 19.3. Result ID: 6993525f3a6c314849152bf4.

[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.

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