# Few-Shot 3D Volumetric Segmentation on Abdomen-CT Setting 2

Source: [Few-Shot 3D Volumetric Segmentation on Abdomen-CT Setting 2](<https://www.sota2.com/research/sota/few-shot-3d-volumetric-segmentation-on-abdomen-ct-setting-2>)

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

Data updated: 2026-02-26T05:40:58.027Z

Evaluation of few-shot 3D volumetric segmentation performance on the Abdomen-CT Setting 2 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 2 |
| Metric | Dice (LK) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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-2.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-2.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-2.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-2.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-2.md?metric=mDice>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Dice (LK) | Result date | Report paper |
| --- | --- | --- | --- |
| MSFSeg | 85.73 | Not recorded | 68fa74a41e209131cea62def |
| MSFSeg | 79.24 | Not recorded | 68fa74a41e209131cea62def |
| RPT | 72.99 | Not recorded | 68fa74a41e209131cea62def |
| CRAPNet | 70.91 | Not recorded | 68fa74a41e209131cea62def |
| SRCL | 67.39 | Not recorded | 68fa74a41e209131cea62def |
| SSL-RPNet | 65.14 | Not recorded | 68fa74a41e209131cea62def |
| CAT-Net | 63.36 | Not recorded | 68fa74a41e209131cea62def |
| SSL-ALPNet | 63.34 | Not recorded | 68fa74a41e209131cea62def |
| SSL-PANet | 37.58 | Not recorded | 68fa74a41e209131cea62def |
| ALPNet | 34.96 | Not recorded | 68fa74a41e209131cea62def |
| SE-Net | 32.83 | Not recorded | 68fa74a41e209131cea62def |
| Vanilla PANet | 32.34 | Not recorded | 68fa74a41e209131cea62def |
| ALPNet-init | 13.9 | Not recorded | 68fa74a41e209131cea62def |

### MSFSeg

Dice (LK): 85.73. Result ID: 699352bc3a6c314849152e8d.

[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): 79.24. Result ID: 699352bc3a6c314849152e8c.

[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): 72.99. Result ID: 699352bc3a6c314849152e8a.

[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): 70.91. Result ID: 699352bc3a6c314849152e89.

[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.

### SRCL

Dice (LK): 67.39. Result ID: 699352bc3a6c314849152e8b.

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

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

### SSL-RPNet

Dice (LK): 65.14. Result ID: 699352bc3a6c314849152e88.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7c1e209131cea288bb.md>)

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

### CAT-Net

Dice (LK): 63.36. Result ID: 699352bc3a6c314849152e85.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b11e209131cea4ca12.md>)

[Implementation](<https://github.com/hust-linyi/CAT-Net>)

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

### SSL-ALPNet

Dice (LK): 63.34. Result ID: 699352bc3a6c314849152e87.

[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): 37.58. Result ID: 699352bc3a6c314849152e86.

[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): 34.96. Result ID: 699352bc3a6c314849152e84.

[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): 32.83. Result ID: 699352bc3a6c314849152e82.

[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): 32.34. Result ID: 699352bc3a6c314849152e83.

[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.

### ALPNet-init

Dice (LK): 13.9. Result ID: 699352bc3a6c314849152e81.

[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.

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