# Cardiac Segmentation on M&Ms Challenge 1 (test)

Source: [Cardiac Segmentation on M&Ms Challenge 1 (test)](<https://www.sota2.com/research/sota/cardiac-segmentation-on-m-and-ms-challenge-1-test>)

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

Data updated: 2026-02-26T06:08:12.954Z

Evaluation of cardiac segmentation models on the M&Ms Challenge 1 test set, reporting vendor-specific Dice Similarity Coefficients (DSC) and Hausdorff Distances (HD), alongside overall DSC, HD, and Min-max 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) | M&Ms Challenge 1 (test) |
| Metric | Vendor A DSC |
| Unit | SCALAR |
| 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

- [Vendor A DSC](<https://www.sota2.com/research/sota/cardiac-segmentation-on-m-and-ms-challenge-1-test.md?metric=Vendor%20A%20DSC>): Higher is better; unit: SCALAR.

- [Vendor A HD](<https://www.sota2.com/research/sota/cardiac-segmentation-on-m-and-ms-challenge-1-test.md?metric=Vendor%20A%20HD>): Lower is better; unit: SCALAR.

- [Vendor B DSC](<https://www.sota2.com/research/sota/cardiac-segmentation-on-m-and-ms-challenge-1-test.md?metric=Vendor%20B%20DSC>): Higher is better; unit: SCALAR.

- [Vendor B HD](<https://www.sota2.com/research/sota/cardiac-segmentation-on-m-and-ms-challenge-1-test.md?metric=Vendor%20B%20HD>): Lower is better; unit: SCALAR.

- [Vendor C DSC](<https://www.sota2.com/research/sota/cardiac-segmentation-on-m-and-ms-challenge-1-test.md?metric=Vendor%20C%20DSC>): Higher is better; unit: SCALAR.

- [Vendor C HD](<https://www.sota2.com/research/sota/cardiac-segmentation-on-m-and-ms-challenge-1-test.md?metric=Vendor%20C%20HD>): Lower is better; unit: SCALAR.

- [Vendor D DSC](<https://www.sota2.com/research/sota/cardiac-segmentation-on-m-and-ms-challenge-1-test.md?metric=Vendor%20D%20DSC>): Higher is better; unit: SCALAR.

- [Vendor D HD](<https://www.sota2.com/research/sota/cardiac-segmentation-on-m-and-ms-challenge-1-test.md?metric=Vendor%20D%20HD>): Lower is better; unit: SCALAR.

- [Overall DSC](<https://www.sota2.com/research/sota/cardiac-segmentation-on-m-and-ms-challenge-1-test.md?metric=Overall%20DSC>): Higher is better; unit: SCALAR.

- [Overall HD](<https://www.sota2.com/research/sota/cardiac-segmentation-on-m-and-ms-challenge-1-test.md?metric=Overall%20HD>): Lower is better; unit: SCALAR.

- [Min-max Score](<https://www.sota2.com/research/sota/cardiac-segmentation-on-m-and-ms-challenge-1-test.md?metric=Min-max%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Vendor A DSC | Result date | Report paper |
| --- | --- | --- | --- |
| P1 | 0.889 | Not recorded | 68fa6a7b1e209131cea287df |
| P2 | 0.884 | Not recorded | 68fa6a7b1e209131cea287df |
| LSCL | 0.884 | Not recorded | 68fa6a7b1e209131cea287df |
| P3 | 0.878 | Not recorded | 68fa6a7b1e209131cea287df |
| LSCL | 0.877 | Not recorded | 68fa6a7b1e209131cea287df |
| Mixup | 0.872 | Not recorded | 68fa6a7b1e209131cea287df |
| U-net | 0.858 | Not recorded | 68fa6a7b1e209131cea287df |

### P1

Vendor A DSC: 0.889. Result ID: 698e3a5bffc3901de09bd3d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a7b1e209131cea287df.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### P2

Vendor A DSC: 0.884. Result ID: 698e3a5bffc3901de09bd3d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a7b1e209131cea287df.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LSCL

Vendor A DSC: 0.884. Result ID: 698e3a5bffc3901de09bd3d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a7b1e209131cea287df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7b1e209131cea287df.md>)

Recorded evaluation configuration: {"test-time augmentation":"true"}. This record does not assert independent reproduction.

### P3

Vendor A DSC: 0.878. Result ID: 698e3a5bffc3901de09bd3d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a7b1e209131cea287df.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LSCL

Vendor A DSC: 0.877. Result ID: 698e3a5bffc3901de09bd3d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a7b1e209131cea287df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7b1e209131cea287df.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Mixup

Vendor A DSC: 0.872. Result ID: 698e3a5bffc3901de09bd3cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a7b1e209131cea287df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e44.md>)

[Implementation](<https://github.com/facebookresearch/mixup-cifar10>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### U-net

Vendor A DSC: 0.858. Result ID: 698e3a5bffc3901de09bd3ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a7b1e209131cea287df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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