# Cardiac Segmentation on ACDC-C (unseen test)

Source: [Cardiac Segmentation on ACDC-C (unseen test)](<https://www.sota2.com/research/sota/cardiac-segmentation-on-acdc-c-unseen-test>)

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

Data updated: 2026-02-26T05:41:03.029Z

Evaluation of cardiac segmentation performance on the ACDC-C dataset using the unseen test split, 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) | ACDC-C (unseen test) |
| Metric | Dice Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 36 of 36 |
| 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-acdc-c-unseen-test.md?metric=Dice%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Dice Score | Result date | Report paper |
| --- | --- | --- | --- |
| +MaxStyle | 84.08 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +LSM | 82.13 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +DSU | 80.31 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +RandConv | 79.67 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +MixStyle | 79.61 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +Adv Bias | 78.39 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +Adv Noise | 78.08 | Not recorded | 68fa5f291e209131ce9e7f43 |
| baseline | 77.88 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +RSC | 77.57 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +MaxStyle | 77.45 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +MaxStyle | 76.73 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +LSM | 72.21 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +MixStyle | 70.15 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +RSC | 70.1 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +DSU | 69.72 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +Adv Bias | 69.37 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +RandConv | 68.72 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +MaxStyle | 68.69 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +Adv Noise | 68.68 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +MixStyle | 68.63 | Not recorded | 68fa5f291e209131ce9e7f43 |
| baseline | 67.88 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +DSU | 65.03 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +LSM | 65 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +RandConv | 63.99 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +RSC | 62.67 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +Adv Bias | 62.62 | Not recorded | 68fa5f291e209131ce9e7f43 |
| baseline | 59.74 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +Adv Noise | 59.7 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +Adv Bias | 53.27 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +LSM | 51.49 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +MixStyle | 48.04 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +RSC | 47.29 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +Adv Noise | 46.41 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +RandConv | 45.1 | Not recorded | 68fa5f291e209131ce9e7f43 |
| +DSU | 42.85 | Not recorded | 68fa5f291e209131ce9e7f43 |
| baseline | 42.44 | Not recorded | 68fa5f291e209131ce9e7f43 |

### +MaxStyle

Dice Score: 84.08. Result ID: 698bbe3f7a967eddb7710680.

[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.

### +LSM

Dice Score: 82.13. Result ID: 698bbe3f7a967eddb771067e.

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

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

### +DSU

Dice Score: 80.31. Result ID: 698bbe3f7a967eddb771067c.

[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.

### +RandConv

Dice Score: 79.67. Result ID: 698bbe3f7a967eddb7710672.

[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.

### +MixStyle

Dice Score: 79.61. Result ID: 698bbe3f7a967eddb771067a.

[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: 78.39. Result ID: 698bbe3f7a967eddb7710676.

[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.

### +Adv Noise

Dice Score: 78.08. Result ID: 698bbe3f7a967eddb7710674.

[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.

### baseline

Dice Score: 77.88. Result ID: 698bbe3f7a967eddb7710670.

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

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

### +RSC

Dice Score: 77.57. Result ID: 698bbe3f7a967eddb7710678.

[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.

### +MaxStyle

Dice Score: 77.45. Result ID: 698bbe3f7a967eddb771067f.

[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.

### +MaxStyle

Dice Score: 76.73. Result ID: 698c639b37894ef7d9ce05e7.

[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.

### +LSM

Dice Score: 72.21. Result ID: 698bbe3f7a967eddb771067d.

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

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

### +MixStyle

Dice Score: 70.15. Result ID: 698bbe3f7a967eddb7710679.

[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.

### +RSC

Dice Score: 70.1. Result ID: 698bbe3f7a967eddb7710677.

[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.

### +DSU

Dice Score: 69.72. Result ID: 698bbe3f7a967eddb771067b.

[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.

### +Adv Bias

Dice Score: 69.37. Result ID: 698bbe3f7a967eddb7710675.

[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.

### +RandConv

Dice Score: 68.72. Result ID: 698bbe3f7a967eddb7710671.

[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.

### +MaxStyle

Dice Score: 68.69. Result ID: 698c639b37894ef7d9ce05e6.

[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: 68.68. Result ID: 698bbe3f7a967eddb7710673.

[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.

### +MixStyle

Dice Score: 68.63. Result ID: 698c639b37894ef7d9ce05e1.

[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.

### baseline

Dice Score: 67.88. Result ID: 698bbe3f7a967eddb771066f.

[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: 65.03. Result ID: 698c639b37894ef7d9ce05e3.

[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.

### +LSM

Dice Score: 65. Result ID: 698c639b37894ef7d9ce05e5.

[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: 63.99. Result ID: 698c639b37894ef7d9ce05d9.

[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.

### +RSC

Dice Score: 62.67. Result ID: 698c639b37894ef7d9ce05df.

[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.

### +Adv Bias

Dice Score: 62.62. Result ID: 698c639b37894ef7d9ce05dd.

[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.

### baseline

Dice Score: 59.74. Result ID: 698c639b37894ef7d9ce05d7.

[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: 59.7. Result ID: 698c639b37894ef7d9ce05db.

[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.

### +Adv Bias

Dice Score: 53.27. Result ID: 698c639b37894ef7d9ce05dc.

[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: 51.49. Result ID: 698c639b37894ef7d9ce05e4.

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

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

### +MixStyle

Dice Score: 48.04. Result ID: 698c639b37894ef7d9ce05e0.

[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.

### +RSC

Dice Score: 47.29. Result ID: 698c639b37894ef7d9ce05de.

[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.

### +Adv Noise

Dice Score: 46.41. Result ID: 698c639b37894ef7d9ce05da.

[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.

### +RandConv

Dice Score: 45.1. Result ID: 698c639b37894ef7d9ce05d8.

[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.

### +DSU

Dice Score: 42.85. Result ID: 698c639b37894ef7d9ce05e2.

[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.

### baseline

Dice Score: 42.44. Result ID: 698c639b37894ef7d9ce05d6.

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

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

Page 1 of 1. This is an index page, not the full collection.
