# Few-Shot 3D Volumetric Segmentation on CHAOS-MRI Setting 1 Source: [Few-Shot 3D Volumetric Segmentation on CHAOS-MRI Setting 1]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:41:07.688Z Evaluation of few-shot 3D volumetric segmentation performance on the CHAOS-MRI Setting 1 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 1 | | Metric | Dice Score (LK) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 Score (LK)](): Higher is better; unit: PERCENT. - [Dice Score (RK)](): Higher is better; unit: PERCENT. - [Dice Score (Spleen)](): Higher is better; unit: PERCENT. - [Dice Score (Liver)](): Higher is better; unit: PERCENT. - [Mean Dice Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Dice Score (LK) | Result date | Report paper | | --- | --- | --- | --- | | SSL-VQV | 89.54 | Not recorded | 68fa74a41e209131cea62def | | MSFSeg | 88.63 | Not recorded | 68fa74a41e209131cea62def | | PRNet | 85.1 | Not recorded | 68fa74a41e209131cea62def | | MSFSeg | 84.18 | Not recorded | 68fa74a41e209131cea62def | | CRAPNet | 81.95 | Not recorded | 68fa74a41e209131cea62def | | SSL-ALPNet | 81.92 | Not recorded | 68fa74a41e209131cea62def | | RPT | 80.72 | Not recorded | 68fa74a41e209131cea62def | | VQV | 60.03 | Not recorded | 68fa74a41e209131cea62def | | SSL-PANet | 58.83 | Not recorded | 68fa74a41e209131cea62def | | SE-Net | 45.78 | Not recorded | 68fa74a41e209131cea62def | | ALPNet | 44.73 | Not recorded | 68fa74a41e209131cea62def | | Vanilla PANet | 30.99 | Not recorded | 68fa74a41e209131cea62def | ### SSL-VQV Dice Score (LK): 89.54. Result ID: 699352bc3a6c314849152e7d. [Reporting paper]() Recorded evaluation configuration: {"Super-pixel or -voxel":true}. This record does not assert independent reproduction. ### MSFSeg Dice Score (LK): 88.63. Result ID: 699352bc3a6c314849152e80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Super-pixel or -voxel":false,"Shots":5,"Input":"5 slices"}. This record does not assert independent reproduction. ### PRNet Dice Score (LK): 85.1. Result ID: 699352bc3a6c314849152e7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Super-pixel or -voxel":false,"Input":"1 scribble","Training":"3D scribble inputs and full 3D labels"}. This record does not assert independent reproduction. ### MSFSeg Dice Score (LK): 84.18. Result ID: 699352bc3a6c314849152e7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Super-pixel or -voxel":false,"Shots":1,"Input":"1 slice"}. This record does not assert independent reproduction. ### CRAPNet Dice Score (LK): 81.95. Result ID: 699352bc3a6c314849152e7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Super-pixel or -voxel":true}. This record does not assert independent reproduction. ### SSL-ALPNet Dice Score (LK): 81.92. Result ID: 699352bc3a6c314849152e7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Super-pixel or -voxel":true}. This record does not assert independent reproduction. ### RPT Dice Score (LK): 80.72. Result ID: 699352bc3a6c314849152e7c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Super-pixel or -voxel":true}. This record does not assert independent reproduction. ### VQV Dice Score (LK): 60.03. Result ID: 699352bc3a6c314849152e78. [Reporting paper]() Recorded evaluation configuration: {"Super-pixel or -voxel":false}. This record does not assert independent reproduction. ### SSL-PANet Dice Score (LK): 58.83. Result ID: 699352bc3a6c314849152e79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Super-pixel or -voxel":true}. This record does not assert independent reproduction. ### SE-Net Dice Score (LK): 45.78. Result ID: 699352bc3a6c314849152e75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Super-pixel or -voxel":false}. This record does not assert independent reproduction. ### ALPNet Dice Score (LK): 44.73. Result ID: 699352bc3a6c314849152e77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Super-pixel or -voxel":false}. This record does not assert independent reproduction. ### Vanilla PANet Dice Score (LK): 30.99. Result ID: 699352bc3a6c314849152e76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Super-pixel or -voxel":false}. 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