# 3D Multiple Abdominal Organ Segmentation on WORD (test)

Source: [3D Multiple Abdominal Organ Segmentation on WORD (test)](<https://www.sota2.com/research/sota/3d-multiple-abdominal-organ-segmentation-on-word-test>)

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

Data updated: 2026-02-26T05:40:31.593Z

Evaluation of 3D Multiple Abdominal Organ Segmentation performance on the test split of the WORD dataset, reporting Dice Similarity Coefficients (DSC) for Liver, Spleen, Left/Right Kidney, Stomach, Gallbladder, and Pancreas, along with average surface distance (ASD) and Hausdorff distance (HD95).

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 Multiple Abdominal Organ Segmentation |
| Dataset (including any stated split) | WORD (test) |
| Metric | DSC Liver |
| Unit | PERCENT |
| 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

- [DSC Liver](<https://www.sota2.com/research/sota/3d-multiple-abdominal-organ-segmentation-on-word-test.md?metric=DSC%20Liver>): Higher is better; unit: PERCENT.

- [DSC Spleen](<https://www.sota2.com/research/sota/3d-multiple-abdominal-organ-segmentation-on-word-test.md?metric=DSC%20Spleen>): Higher is better; unit: PERCENT.

- [DSC Kidney (L)](<https://www.sota2.com/research/sota/3d-multiple-abdominal-organ-segmentation-on-word-test.md?metric=DSC%20Kidney%20(L)>): Higher is better; unit: PERCENT.

- [DSC Kidney (R)](<https://www.sota2.com/research/sota/3d-multiple-abdominal-organ-segmentation-on-word-test.md?metric=DSC%20Kidney%20(R)>): Higher is better; unit: PERCENT.

- [DSC Stomach](<https://www.sota2.com/research/sota/3d-multiple-abdominal-organ-segmentation-on-word-test.md?metric=DSC%20Stomach>): Higher is better; unit: PERCENT.

- [DSC Gallbladder](<https://www.sota2.com/research/sota/3d-multiple-abdominal-organ-segmentation-on-word-test.md?metric=DSC%20Gallbladder>): Higher is better; unit: PERCENT.

- [DSC Pancreas](<https://www.sota2.com/research/sota/3d-multiple-abdominal-organ-segmentation-on-word-test.md?metric=DSC%20Pancreas>): Higher is better; unit: PERCENT.

- [Average DSC](<https://www.sota2.com/research/sota/3d-multiple-abdominal-organ-segmentation-on-word-test.md?metric=Average%20DSC>): Higher is better; unit: PERCENT.

- [ASD (mm)](<https://www.sota2.com/research/sota/3d-multiple-abdominal-organ-segmentation-on-word-test.md?metric=ASD%20(mm)>): Lower is better; unit: SCALAR.

- [HD95 (mm)](<https://www.sota2.com/research/sota/3d-multiple-abdominal-organ-segmentation-on-word-test.md?metric=HD95%20(mm)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | DSC Liver | Result date | Report paper |
| --- | --- | --- | --- |
| FullySup | 96.37 | Not recorded | 68fa709d1e209131cea4c43b |
| TDNet | 93.31 | Not recorded | 68fa709d1e209131cea4c43b |
| EM | 89.6 | Not recorded | 68fa709d1e209131cea4c43b |
| DMPLS | 88.89 | Not recorded | 68fa709d1e209131cea4c43b |
| TV | 87.22 | Not recorded | 68fa709d1e209131cea4c43b |
| pCE | 86.53 | Not recorded | 68fa709d1e209131cea4c43b |
| USTM | 80.57 | Not recorded | 68fa709d1e209131cea4c43b |

### FullySup

DSC Liver: 96.37. Result ID: 699150393a6c314849073e53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709d1e209131cea4c43b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa629d1e209131ce9fa34e.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/resources/opensource/unet.en.html>)

Recorded evaluation configuration: {"Supervision type":"Fully Supervised"}. This record does not assert independent reproduction.

### TDNet

DSC Liver: 93.31. Result ID: 699150393a6c314849073e59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709d1e209131cea4c43b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa709d1e209131cea4c43b.md>)

Recorded evaluation configuration: {"Supervision type":"Weakly Supervised (Scribble)"}. This record does not assert independent reproduction.

### EM

DSC Liver: 89.6. Result ID: 699150393a6c314849073e57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709d1e209131cea4c43b.md>)

Recorded evaluation configuration: {"Supervision type":"Weakly Supervised (Scribble)"}. This record does not assert independent reproduction.

### DMPLS

DSC Liver: 88.89. Result ID: 699150393a6c314849073e58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709d1e209131cea4c43b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf61e209131cea314b0.md>)

[Implementation](<https://github.com/HiLab-git/WSL4MIS>)

Recorded evaluation configuration: {"Supervision type":"Weakly Supervised (Scribble)"}. This record does not assert independent reproduction.

### TV

DSC Liver: 87.22. Result ID: 699150393a6c314849073e55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709d1e209131cea4c43b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64a41e209131cea05cbb.md>)

Recorded evaluation configuration: {"Supervision type":"Weakly Supervised (Scribble)"}. This record does not assert independent reproduction.

### pCE

DSC Liver: 86.53. Result ID: 699150393a6c314849073e54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709d1e209131cea4c43b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa626a1e209131ce9f948b.md>)

Recorded evaluation configuration: {"Supervision type":"Weakly Supervised (Scribble)"}. This record does not assert independent reproduction.

### USTM

DSC Liver: 80.57. Result ID: 699150393a6c314849073e56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709d1e209131cea4c43b.md>)

Recorded evaluation configuration: {"Supervision type":"Weakly Supervised (Scribble)"}. This record does not assert independent reproduction.

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