# PWML Segmentation on Infant T1w MR images (test)

Source: [PWML Segmentation on Infant T1w MR images (test)](<https://www.sota2.com/research/sota/pwml-segmentation-on-infant-t1w-mr-images-test>)

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

Data updated: 2026-02-26T05:40:51.453Z

Evaluation of PWML Segmentation performance on the test split of the Infant T1w MR images dataset, reporting metrics like Dice, TPR, and PPV.

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 | PWML Segmentation |
| Dataset (including any stated split) | Infant T1w MR images (test) |
| Metric | Dice |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/pwml-segmentation-on-infant-t1w-mr-images-test.md?metric=Dice>): Higher is better; unit: PERCENT.

- [True Positive Rate](<https://www.sota2.com/research/sota/pwml-segmentation-on-infant-t1w-mr-images-test.md?metric=True%20Positive%20Rate>): Higher is better; unit: PERCENT.

- [Positive Predictive Value](<https://www.sota2.com/research/sota/pwml-segmentation-on-infant-t1w-mr-images-test.md?metric=Positive%20Predictive%20Value>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Dice | Result date | Report paper |
| --- | --- | --- | --- |
| DeepPWML | 72.1 | Not recorded | 68fa707d1e209131cea4b6c9 |
| DeepPWML | 68 | Not recorded | 68fa707d1e209131cea4b6c9 |
| DeepPWML | 67.2 | Not recorded | 68fa707d1e209131cea4b6c9 |
| DeepPWML | 67 | Not recorded | 68fa707d1e209131cea4b6c9 |
| RS R-CNN | 66.7 | Not recorded | 68fa707d1e209131cea4b6c9 |
| Baseline | 64.9 | Not recorded | 68fa707d1e209131cea4b6c9 |
| DeepPWML | 64.9 | Not recorded | 68fa707d1e209131cea4b6c9 |
| DeepPWML | 50.7 | Not recorded | 68fa707d1e209131cea4b6c9 |

### DeepPWML

Dice: 72.1. Result ID: 699144793a6c31484906e9cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa707d1e209131cea4b6c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707d1e209131cea4b6c9.md>)

[Implementation](<https://github.com/ladderlab-xjtu/DeepPWML>)

Recorded evaluation configuration: {"Input Feature Configuration":"SP map + CF map + T1"}. This record does not assert independent reproduction.

### DeepPWML

Dice: 68. Result ID: 699144793a6c31484906e9c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa707d1e209131cea4b6c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707d1e209131cea4b6c9.md>)

[Implementation](<https://github.com/ladderlab-xjtu/DeepPWML>)

Recorded evaluation configuration: {"Input Feature Configuration":"SP map + T1"}. This record does not assert independent reproduction.

### DeepPWML

Dice: 67.2. Result ID: 699144793a6c31484906e9c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa707d1e209131cea4b6c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707d1e209131cea4b6c9.md>)

[Implementation](<https://github.com/ladderlab-xjtu/DeepPWML>)

Recorded evaluation configuration: {"Input Feature Configuration":"CF map + T1"}. This record does not assert independent reproduction.

### DeepPWML

Dice: 67. Result ID: 699144793a6c31484906e9ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa707d1e209131cea4b6c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707d1e209131cea4b6c9.md>)

[Implementation](<https://github.com/ladderlab-xjtu/DeepPWML>)

Recorded evaluation configuration: {"Input Feature Configuration":"SP map + CF map"}. This record does not assert independent reproduction.

### RS R-CNN

Dice: 66.7. Result ID: 699144793a6c31484906e9c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa707d1e209131cea4b6c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f41e209131cea0d655.md>)

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

### Baseline

Dice: 64.9. Result ID: 699144793a6c31484906e9c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa707d1e209131cea4b6c9.md>)

Recorded evaluation configuration: {"Backbone":"Dense-UNet","Input":"T1w images"}. This record does not assert independent reproduction.

### DeepPWML

Dice: 64.9. Result ID: 699144793a6c31484906e9c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa707d1e209131cea4b6c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707d1e209131cea4b6c9.md>)

[Implementation](<https://github.com/ladderlab-xjtu/DeepPWML>)

Recorded evaluation configuration: {"Input Feature Configuration":"SP map"}. This record does not assert independent reproduction.

### DeepPWML

Dice: 50.7. Result ID: 699144793a6c31484906e9c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa707d1e209131cea4b6c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707d1e209131cea4b6c9.md>)

[Implementation](<https://github.com/ladderlab-xjtu/DeepPWML>)

Recorded evaluation configuration: {"Input Feature Configuration":"CF map"}. This record does not assert independent reproduction.

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