# Cardiac Segmentation on Cross-site unseen (test)

Source: [Cardiac Segmentation on Cross-site unseen (test)](<https://www.sota2.com/research/sota/cardiac-segmentation-on-cross-site-unseen-test>)

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

Data updated: 2026-02-26T05:41:02.825Z

Evaluation of cardiac segmentation models on the Cross-site unseen test set, reporting Dice scores.

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 Segmentation |
| Dataset (including any stated split) | Cross-site unseen (test) |
| Metric | Dice Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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 Score](<https://www.sota2.com/research/sota/cardiac-segmentation-on-cross-site-unseen-test.md?metric=Dice%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Dice Score | Result date | Report paper |
| --- | --- | --- | --- |
| +MaxStyle | 82.94 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +Adv Bias | 82.5 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +MixStyle | 81.3 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +DSU | 81.26 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +RSC | 81.15 | Not recorded | 68fa5f291e209131ce9e7f43 |
| baseline | 80.99 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +Adv Noise | 80.95 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +LSM | 80.25 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +RandConv | 77.47 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +MaxStyle | 76.45 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +Adv Bias | 75.17 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +LSM | 70.15 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +DSU | 70.08 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +RSC | 70.02 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +MixStyle | 69.84 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +Adv Noise | 69.37 | Not recorded | 68fa5f291e209131ce9e7f43 |
| baseline | 67.41 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +RandConv | 67.17 | Not recorded | 68fa5f291e209131ce9e7f43 |

### +MaxStyle

Dice Score: 82.94. Result ID: 698bbe3f7a967eddb7710692.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Implementation](<https://github.com/cherise215/MaxStyle>)

Recorded evaluation configuration: {"training\_subjects":"70"}. This record does not assert independent reproduction.

### +Adv Bias

Dice Score: 82.5. Result ID: 698bbe3f7a967eddb7710688.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67c81e209131cea18584.md>)

Recorded evaluation configuration: {"training\_subjects":"70"}. This record does not assert independent reproduction.

### +MixStyle

Dice Score: 81.3. Result ID: 698bbe3f7a967eddb771068c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Implementation](<https://github.com/cherise215/MaxStyle>)

Recorded evaluation configuration: {"training\_subjects":"70"}. This record does not assert independent reproduction.

### +DSU

Dice Score: 81.26. Result ID: 698bbe3f7a967eddb771068e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea33643.md>)

Recorded evaluation configuration: {"training\_subjects":"70"}. This record does not assert independent reproduction.

### +RSC

Dice Score: 81.15. Result ID: 698bbe3f7a967eddb771068a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ec1e209131cea19278.md>)

Recorded evaluation configuration: {"training\_subjects":"70"}. This record does not assert independent reproduction.

### baseline

Dice Score: 80.99. Result ID: 698bbe3f7a967eddb7710682.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

Recorded evaluation configuration: {"training\_subjects":"70"}. This record does not assert independent reproduction.

### +Adv Noise

Dice Score: 80.95. Result ID: 698bbe3f7a967eddb7710686.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64891e209131cea054b5.md>)

[Implementation](<https://github.com/takerum/vat_tf>)

Recorded evaluation configuration: {"training\_subjects":"70"}. This record does not assert independent reproduction.

### +LSM

Dice Score: 80.25. Result ID: 698bbe3f7a967eddb7710690.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

Recorded evaluation configuration: {"training\_subjects":"70"}. This record does not assert independent reproduction.

### +RandConv

Dice Score: 77.47. Result ID: 698bbe3f7a967eddb7710684.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69e91e209131cea24d67.md>)

Recorded evaluation configuration: {"training\_subjects":"70"}. This record does not assert independent reproduction.

### +MaxStyle

Dice Score: 76.45. Result ID: 698bbe3f7a967eddb7710691.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Implementation](<https://github.com/cherise215/MaxStyle>)

Recorded evaluation configuration: {"training\_subjects":"10"}. This record does not assert independent reproduction.

### +Adv Bias

Dice Score: 75.17. Result ID: 698bbe3f7a967eddb7710687.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67c81e209131cea18584.md>)

Recorded evaluation configuration: {"training\_subjects":"10"}. This record does not assert independent reproduction.

### +LSM

Dice Score: 70.15. Result ID: 698bbe3f7a967eddb771068f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

Recorded evaluation configuration: {"training\_subjects":"10"}. This record does not assert independent reproduction.

### +DSU

Dice Score: 70.08. Result ID: 698bbe3f7a967eddb771068d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea33643.md>)

Recorded evaluation configuration: {"training\_subjects":"10"}. This record does not assert independent reproduction.

### +RSC

Dice Score: 70.02. Result ID: 698bbe3f7a967eddb7710689.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ec1e209131cea19278.md>)

Recorded evaluation configuration: {"training\_subjects":"10"}. This record does not assert independent reproduction.

### +MixStyle

Dice Score: 69.84. Result ID: 698bbe3f7a967eddb771068b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Implementation](<https://github.com/cherise215/MaxStyle>)

Recorded evaluation configuration: {"training\_subjects":"10"}. This record does not assert independent reproduction.

### +Adv Noise

Dice Score: 69.37. Result ID: 698bbe3f7a967eddb7710685.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64891e209131cea054b5.md>)

[Implementation](<https://github.com/takerum/vat_tf>)

Recorded evaluation configuration: {"training\_subjects":"10"}. This record does not assert independent reproduction.

### baseline

Dice Score: 67.41. Result ID: 698bbe3f7a967eddb7710681.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

Recorded evaluation configuration: {"training\_subjects":"10"}. This record does not assert independent reproduction.

### +RandConv

Dice Score: 67.17. Result ID: 698bbe3f7a967eddb7710683.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f43.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69e91e209131cea24d67.md>)

Recorded evaluation configuration: {"training\_subjects":"10"}. This record does not assert independent reproduction.

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