Semantic Segmentation on BTCV, ACDC, UW-SC, BUS
80.89Dice Score (BTCV)UniSeg
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UniSegParadigm=Semantic (Universal Models)2025.09 | 80.89 | 86.69 | 84.47 | 69.24 | 80.82 | |
| K-PrismParadigm=Semantic (Universal Models)2025.09 | 80.24 | 87.26 | 87.54 | 78.75 | 83.45 | |
| HermesParadigm=Semantic (Universal Models)2025.09 | 79.25 | 85.87 | 87.64 | 72.49 | 81.81 | |
| Clip-drivenParadigm=Semantic (Universal Models)2025.09 | 78.43 | 85.35 | 83.19 | 69.86 | 79.21 | |
| K-PrismParadigm=In-context, Inference Mode=one-shot inference2025.09 | 76.82 | 85.89 | 87.66 | 79.59 | 82.49 | |
| IrisParadigm=In-context, Inference Mode=one-shot inference2025.09 | 74.97 | 83.36 | 86.82 | 68.93 | 78.52 | |
| nnU-NetParadigm=Semantic (Task-specific Model)2025.09 | 67.25 | 84.64 | 79.78 | 68 | 74.92 | |
| TycheParadigm=In-context, Inference Mode=one-shot inference2025.09 | 57.07 | 57.62 | 74.6 | 43.68 | 58.74 | |
| UniverSegParadigm=In-context, Inference Mode=one-shot inference2025.09 | 55.63 | 56.87 | 75.08 | 47.56 | 58.29 | |
| MultiveSegParadigm=In-context, Inference Mode=one-shot inference2025.09 | 48.69 | 51.15 | 78.76 | 62.08 | 60.67 |