# Few-Shot 3D Volumetric Segmentation on Abdomen-CT Setting 1

Source: [Few-Shot 3D Volumetric Segmentation on Abdomen-CT Setting 1](<https://www.sota2.com/research/sota/few-shot-3d-volumetric-segmentation-on-abdomen-ct-setting-1>)

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

Data updated: 2026-02-26T05:40:58.011Z

Evaluation of few-shot 3D volumetric segmentation performance on the Abdomen-CT Setting 1 dataset, reporting region-specific Dice scores (LK, RK, Spleen, Liver) and the average score.

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 | Few-Shot 3D Volumetric Segmentation |
| Dataset (including any stated split) | Abdomen-CT Setting 1 |
| Metric | Dice (LK) |
| 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 (LK)](<https://www.sota2.com/research/sota/few-shot-3d-volumetric-segmentation-on-abdomen-ct-setting-1.md?metric=Dice%20(LK)>): Higher is better; unit: PERCENT.

- [Dice (RK)](<https://www.sota2.com/research/sota/few-shot-3d-volumetric-segmentation-on-abdomen-ct-setting-1.md?metric=Dice%20(RK)>): Higher is better; unit: PERCENT.

- [Dice (Spleen)](<https://www.sota2.com/research/sota/few-shot-3d-volumetric-segmentation-on-abdomen-ct-setting-1.md?metric=Dice%20(Spleen)>): Higher is better; unit: PERCENT.

- [Dice (Liver)](<https://www.sota2.com/research/sota/few-shot-3d-volumetric-segmentation-on-abdomen-ct-setting-1.md?metric=Dice%20(Liver)>): Higher is better; unit: PERCENT.

- [mDice](<https://www.sota2.com/research/sota/few-shot-3d-volumetric-segmentation-on-abdomen-ct-setting-1.md?metric=mDice>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Dice (LK) | Result date | Report paper |
| --- | --- | --- | --- |
| MSFSeg | 87.22 | Not recorded | 68fa74a41e209131cea62def |
| MSFSeg | 81.11 | Not recorded | 68fa74a41e209131cea62def |
| RPT | 77.05 | Not recorded | 68fa74a41e209131cea62def |
| CRAPNet | 74.69 | Not recorded | 68fa74a41e209131cea62def |
| SSL-ALPNet | 72.36 | Not recorded | 68fa74a41e209131cea62def |
| SSL-PANet | 56.52 | Not recorded | 68fa74a41e209131cea62def |
| ALPNet | 29.12 | Not recorded | 68fa74a41e209131cea62def |
| SE-Net | 24.42 | Not recorded | 68fa74a41e209131cea62def |
| Vanilla PANet | 20.67 | Not recorded | 68fa74a41e209131cea62def |

### MSFSeg

Dice (LK): 87.22. Result ID: 699352bc3a6c314849152e74.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a41e209131cea62def.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74a41e209131cea62def.md>)

Recorded evaluation configuration: {"Super-pixel or -voxel":false,"Shots":5,"Input":"5 slices"}. This record does not assert independent reproduction.

### MSFSeg

Dice (LK): 81.11. Result ID: 699352bc3a6c314849152e73.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a41e209131cea62def.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74a41e209131cea62def.md>)

Recorded evaluation configuration: {"Super-pixel or -voxel":false,"Shots":1,"Input":"1 slice"}. This record does not assert independent reproduction.

### RPT

Dice (LK): 77.05. Result ID: 699352bc3a6c314849152e72.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a41e209131cea62def.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70931e209131cea4befa.md>)

[Implementation](<https://github.com/YazhouZhu19/RPT>)

Recorded evaluation configuration: {"Super-pixel or -voxel":true}. This record does not assert independent reproduction.

### CRAPNet

Dice (LK): 74.69. Result ID: 699352bc3a6c314849152e71.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a41e209131cea62def.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e2b1e209131cea3e4b1.md>)

Recorded evaluation configuration: {"Super-pixel or -voxel":true}. This record does not assert independent reproduction.

### SSL-ALPNet

Dice (LK): 72.36. Result ID: 699352bc3a6c314849152e70.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a41e209131cea62def.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa686c1e209131cea1c10f.md>)

Recorded evaluation configuration: {"Super-pixel or -voxel":true}. This record does not assert independent reproduction.

### SSL-PANet

Dice (LK): 56.52. Result ID: 699352bc3a6c314849152e6f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a41e209131cea62def.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa686c1e209131cea1c10f.md>)

Recorded evaluation configuration: {"Super-pixel or -voxel":true}. This record does not assert independent reproduction.

### ALPNet

Dice (LK): 29.12. Result ID: 699352bc3a6c314849152e6e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a41e209131cea62def.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa686c1e209131cea1c10f.md>)

Recorded evaluation configuration: {"Super-pixel or -voxel":false}. This record does not assert independent reproduction.

### SE-Net

Dice (LK): 24.42. Result ID: 699352bc3a6c314849152e6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a41e209131cea62def.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66801e209131cea10b13.md>)

Recorded evaluation configuration: {"Super-pixel or -voxel":false}. This record does not assert independent reproduction.

### Vanilla PANet

Dice (LK): 20.67. Result ID: 699352bc3a6c314849152e6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a41e209131cea62def.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66fe1e209131cea138fc.md>)

Recorded evaluation configuration: {"Super-pixel or -voxel":false}. This record does not assert independent reproduction.

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