# 3D Medical Image Segmentation on Decathlon Prostate (test)

Source: [3D Medical Image Segmentation on Decathlon Prostate (test)](<https://www.sota2.com/research/sota/3d-medical-image-segmentation-on-decathlon-prostate-test>)

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

Data updated: 2026-05-08T10:39:44.628Z

Evaluation of 3D medical image segmentation performance on the test split of the Decathlon Prostate dataset, reporting Dice scores and Hausdorff Distances (HD) for the Central gland and Peripheral Zone structures.

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 | 3D Medical Image Segmentation |
| Dataset (including any stated split) | Decathlon Prostate (test) |
| Metric | Dice (Central gland) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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 (Central gland)](<https://www.sota2.com/research/sota/3d-medical-image-segmentation-on-decathlon-prostate-test.md?metric=Dice%20(Central%20gland)>): Higher is better; unit: PERCENT.

- [Dice (Peripheral Zone)](<https://www.sota2.com/research/sota/3d-medical-image-segmentation-on-decathlon-prostate-test.md?metric=Dice%20(Peripheral%20Zone)>): Higher is better; unit: PERCENT.

- [Dice (Avg)](<https://www.sota2.com/research/sota/3d-medical-image-segmentation-on-decathlon-prostate-test.md?metric=Dice%20(Avg)>): Higher is better; unit: PERCENT.

- [Hausdorff Distance (Central gland) (mm)](<https://www.sota2.com/research/sota/3d-medical-image-segmentation-on-decathlon-prostate-test.md?metric=Hausdorff%20Distance%20(Central%20gland)%20(mm)>): Lower is better; unit: SCALAR.

- [Hausdorff Distance (Peripheral Zone) (mm)](<https://www.sota2.com/research/sota/3d-medical-image-segmentation-on-decathlon-prostate-test.md?metric=Hausdorff%20Distance%20(Peripheral%20Zone)%20(mm)>): Lower is better; unit: SCALAR.

- [Hausdorff Distance (Avg) (mm)](<https://www.sota2.com/research/sota/3d-medical-image-segmentation-on-decathlon-prostate-test.md?metric=Hausdorff%20Distance%20(Avg)%20(mm)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Dice (Central gland) | Result date | Report paper |
| --- | --- | --- | --- |
| FullSup-nnUNet | 84.5 | Not recorded | 69fd6e1f5497b3b670c894bb |
| ZScribbleSeg | 79.9 | Not recorded | 69fd6e1f5497b3b670c894bb |
| CycleMix | 79.6 | Not recorded | 69fd6e1f5497b3b670c894bb |
| ShapePU | 79.2 | Not recorded | 69fd6e1f5497b3b670c894bb |
| PCE | 78.4 | Not recorded | 69fd6e1f5497b3b670c894bb |
| CVIR | 78 | Not recorded | 69fd6e1f5497b3b670c894bb |
| nnPU | 77.9 | Not recorded | 69fd6e1f5497b3b670c894bb |
| GatedCRF | 77.6 | Not recorded | 69fd6e1f5497b3b670c894bb |
| FullSupUNet | 77.6 | Not recorded | 69fd6e1f5497b3b670c894bb |

### FullSup-nnUNet

Dice (Central gland): 84.5. Result ID: 69fdbd6747f34ce924e16703.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

Recorded evaluation configuration: {"Validation Protocol":"5-fold cross validation"}. This record does not assert independent reproduction.

### ZScribbleSeg

Dice (Central gland): 79.9. Result ID: 69fdbd6747f34ce924e16701.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

Recorded evaluation configuration: {"Validation Protocol":"5-fold cross validation"}. This record does not assert independent reproduction.

### CycleMix

Dice (Central gland): 79.6. Result ID: 69fdbd6747f34ce924e166ff.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bff1e209131cea31899.md>)

Recorded evaluation configuration: {"Validation Protocol":"5-fold cross validation"}. This record does not assert independent reproduction.

### ShapePU

Dice (Central gland): 79.2. Result ID: 69fdbd6747f34ce924e16700.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbc1e209131cea35ade.md>)

Recorded evaluation configuration: {"Validation Protocol":"5-fold cross validation"}. This record does not assert independent reproduction.

### PCE

Dice (Central gland): 78.4. Result ID: 69fdbd6747f34ce924e166fb.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

Recorded evaluation configuration: {"Validation Protocol":"5-fold cross validation"}. This record does not assert independent reproduction.

### CVIR

Dice (Central gland): 78. Result ID: 69fdbd6747f34ce924e166fd.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2f1e209131cea2cb18.md>)

[Implementation](<https://github.com/acmi-lab/PU_learning>)

Recorded evaluation configuration: {"Validation Protocol":"5-fold cross validation"}. This record does not assert independent reproduction.

### nnPU

Dice (Central gland): 77.9. Result ID: 69fdbd6747f34ce924e166fe.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63bc1e209131cea00859.md>)

Recorded evaluation configuration: {"Validation Protocol":"5-fold cross validation"}. This record does not assert independent reproduction.

### GatedCRF

Dice (Central gland): 77.6. Result ID: 69fdbd6747f34ce924e166fc.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66921e209131cea10fd5.md>)

Recorded evaluation configuration: {"Validation Protocol":"5-fold cross validation"}. This record does not assert independent reproduction.

### FullSupUNet

Dice (Central gland): 77.6. Result ID: 69fdbd6747f34ce924e16702.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1f5497b3b670c894bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63b41e209131cea002a5.md>)

Recorded evaluation configuration: {"Validation Protocol":"5-fold cross validation"}. This record does not assert independent reproduction.

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