# Semantic Segmentation on M&M (test)

Source: [Semantic Segmentation on M&M (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-m-and-m-test>)

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

Data updated: 2026-03-05T09:47:25.942Z

Evaluation of Semantic Segmentation performance on the test split of the M&M dataset, reporting Dice, IoU, HD95, and ASD 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) | M&M (test) |
| Metric | Dice Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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/semantic-segmentation-on-m-and-m-test.md?metric=Dice%20Score>): Higher is better; unit: PERCENT.

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

- [HD95](<https://www.sota2.com/research/sota/semantic-segmentation-on-m-and-m-test.md?metric=HD95>): Lower is better; unit: SCALAR.

- [ASD](<https://www.sota2.com/research/sota/semantic-segmentation-on-m-and-m-test.md?metric=ASD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Dice Score | Result date | Report paper |
| --- | --- | --- | --- |
| M&M (Real) | 90 | Not recorded | 69a90e062d603e6de3e407ec |
| ACDC (Real) | 90 | Not recorded | 69a90e062d603e6de3e407ec |
| DDPM M&M-Syn | 89 | Not recorded | 69a90e062d603e6de3e407ec |
| LDM M&M-Syn | 89 | Not recorded | 69a90e062d603e6de3e407ec |
| FM M&M-Syn | 88 | Not recorded | 69a90e062d603e6de3e407ec |
| DDPM Full-Syn | 87 | Not recorded | 69a90e062d603e6de3e407ec |
| LDM Full-Syn | 87 | Not recorded | 69a90e062d603e6de3e407ec |
| FM Full-Syn | 87 | Not recorded | 69a90e062d603e6de3e407ec |
| DDPM ACDC-Syn | 86 | Not recorded | 69a90e062d603e6de3e407ec |
| LDM ACDC-Syn | 85 | Not recorded | 69a90e062d603e6de3e407ec |
| FM ACDC-Syn | 82 | Not recorded | 69a90e062d603e6de3e407ec |

### M&M (Real)

Dice Score: 90. Result ID: 69a951166dbb7075b9532fff.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

Recorded evaluation configuration: {"Training Setup":"Real Data"}. This record does not assert independent reproduction.

### ACDC (Real)

Dice Score: 90. Result ID: 69a951166dbb7075b9533000.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

Recorded evaluation configuration: {"Training Setup":"Real Data"}. This record does not assert independent reproduction.

### DDPM M&M-Syn

Dice Score: 89. Result ID: 69a951166dbb7075b9533003.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

Recorded evaluation configuration: {"Training Setup":"Generated images conditioned M&M masks"}. This record does not assert independent reproduction.

### LDM M&M-Syn

Dice Score: 89. Result ID: 69a951166dbb7075b9533006.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

Recorded evaluation configuration: {"Training Setup":"Generated images conditioned M&M masks"}. This record does not assert independent reproduction.

### FM M&M-Syn

Dice Score: 88. Result ID: 69a951166dbb7075b9533009.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

Recorded evaluation configuration: {"Training Setup":"Generated images conditioned M&M masks"}. This record does not assert independent reproduction.

### DDPM Full-Syn

Dice Score: 87. Result ID: 69a951166dbb7075b9533001.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

Recorded evaluation configuration: {"Training Setup":"Synthetic masks and images"}. This record does not assert independent reproduction.

### LDM Full-Syn

Dice Score: 87. Result ID: 69a951166dbb7075b9533004.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

Recorded evaluation configuration: {"Training Setup":"Synthetic masks and images"}. This record does not assert independent reproduction.

### FM Full-Syn

Dice Score: 87. Result ID: 69a951166dbb7075b9533007.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

Recorded evaluation configuration: {"Training Setup":"Synthetic masks and images"}. This record does not assert independent reproduction.

### DDPM ACDC-Syn

Dice Score: 86. Result ID: 69a951166dbb7075b9533002.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

Recorded evaluation configuration: {"Training Setup":"Generated images conditioned ACDC masks"}. This record does not assert independent reproduction.

### LDM ACDC-Syn

Dice Score: 85. Result ID: 69a951166dbb7075b9533005.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

Recorded evaluation configuration: {"Training Setup":"Generated images conditioned ACDC masks"}. This record does not assert independent reproduction.

### FM ACDC-Syn

Dice Score: 82. Result ID: 69a951166dbb7075b9533008.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e062d603e6de3e407ec.md>)

Recorded evaluation configuration: {"Training Setup":"Generated images conditioned ACDC masks"}. This record does not assert independent reproduction.

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