# Few-Shot 3D Volumetric Segmentation on CHAOS-MRI Setting 2

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

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

Data updated: 2026-02-26T05:40:57.980Z

Evaluation of few-shot 3D volumetric segmentation performance on the CHAOS-MRI Setting 2 dataset, reporting region-specific Dice Scores for the Liver, Spleen, and Kidneys.

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) | CHAOS-MRI Setting 2 |
| Metric | Dice (Kidney L) |
| 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 (Kidney L)](<https://www.sota2.com/research/sota/few-shot-3d-volumetric-segmentation-on-chaos-mri-setting-2.md?metric=Dice%20(Kidney%20L)>): Higher is better; unit: PERCENT.

- [Dice (Kidney R)](<https://www.sota2.com/research/sota/few-shot-3d-volumetric-segmentation-on-chaos-mri-setting-2.md?metric=Dice%20(Kidney%20R)>): Higher is better; unit: PERCENT.

- [Dice (Spleen)](<https://www.sota2.com/research/sota/few-shot-3d-volumetric-segmentation-on-chaos-mri-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-chaos-mri-setting-2.md?metric=Dice%20(Liver)>): Higher is better; unit: PERCENT.

- [Average Dice Score](<https://www.sota2.com/research/sota/few-shot-3d-volumetric-segmentation-on-chaos-mri-setting-2.md?metric=Average%20Dice%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Dice (Kidney L) | Result date | Report paper |
| --- | --- | --- | --- |
| MSFSeg | 87.7 | Not recorded | 68fa74a41e209131cea62def |
| MSFSeg | 82.83 | Not recorded | 68fa74a41e209131cea62def |
| RPT | 78.33 | Not recorded | 68fa74a41e209131cea62def |
| SRCL | 77.07 | Not recorded | 68fa74a41e209131cea62def |
| CAT | 74.92 | Not recorded | 68fa74a41e209131cea62def |
| CRAPNet | 74.66 | Not recorded | 68fa74a41e209131cea62def |
| SSL-ALPNet | 73.63 | Not recorded | 68fa74a41e209131cea62def |
| SSL-RPNet | 71.46 | Not recorded | 68fa74a41e209131cea62def |
| SE-Net | 62.11 | Not recorded | 68fa74a41e209131cea62def |
| Vanilla PANet | 53.45 | Not recorded | 68fa74a41e209131cea62def |
| ALPNet | 53.21 | Not recorded | 68fa74a41e209131cea62def |
| SSL-PANet | 47.71 | Not recorded | 68fa74a41e209131cea62def |
| ALPNet-init | 19.28 | Not recorded | 68fa74a41e209131cea62def |

### MSFSeg

Dice (Kidney L): 87.7. Result ID: 699352bc3a6c314849152e9a.

[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 (Kidney L): 82.83. Result ID: 699352bc3a6c314849152e99.

[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 (Kidney L): 78.33. Result ID: 699352bc3a6c314849152e97.

[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.

### SRCL

Dice (Kidney L): 77.07. Result ID: 699352bc3a6c314849152e98.

[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.

### CAT

Dice (Kidney L): 74.92. Result ID: 699352bc3a6c314849152e92.

[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":false}. This record does not assert independent reproduction.

### CRAPNet

Dice (Kidney L): 74.66. Result ID: 699352bc3a6c314849152e96.

[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 (Kidney L): 73.63. Result ID: 699352bc3a6c314849152e94.

[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-RPNet

Dice (Kidney L): 71.46. Result ID: 699352bc3a6c314849152e95.

[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.

### SE-Net

Dice (Kidney L): 62.11. Result ID: 699352bc3a6c314849152e8f.

[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 (Kidney L): 53.45. Result ID: 699352bc3a6c314849152e90.

[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

Dice (Kidney L): 53.21. Result ID: 699352bc3a6c314849152e91.

[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.

### SSL-PANet

Dice (Kidney L): 47.71. Result ID: 699352bc3a6c314849152e93.

[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-init

Dice (Kidney L): 19.28. Result ID: 699352bc3a6c314849152e8e.

[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.

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