Segmentation on BTCV++
93.39Dice (Spleen)Janus-1B
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Janus-1BArchitecture=Janus-1B2026.05 | 93.39 | 84.67 | 89.84 | 77.22 | 73.55 | 95.24 | 82.93 | 85.54 | 85.79 | 70.6 | 73.63 | 61.16 | 58.58 | 65.38 | 78.39 | |
| Qwen2.5VL-3BArchitecture=Qwen2.5VL-3B2026.05 | 91.55 | 87.04 | 89.41 | 77.69 | 81.58 | 92.55 | 88 | 77.49 | 78.41 | 72.3 | 79.63 | 71.55 | 71.55 | 80.37 | 81.37 | |
| nnUNet2026.05 | 91.41 | 87.49 | 85.51 | 79.11 | 72.89 | 92.68 | 87.91 | 66.83 | 73.81 | 61.88 | 79.68 | 63.7 | 68.22 | 79.95 | 77.93 | |
| LISA2026.05 | 91.41 | 87.49 | 87.51 | 79.11 | 80.89 | 92.68 | 87.91 | 66.83 | 73.81 | 62.88 | 79.68 | 63.7 | 68.22 | 79.95 | 78.72 | |
| DeepLabV3+2026.05 | 91.08 | 81.57 | 87.1 | 70.86 | 74.81 | 90.93 | 85.84 | 79.87 | 75.21 | 65.58 | 75.51 | 58.45 | 56.47 | 72.75 | 76.15 | |
| LViT2026.05 | 90.12 | 83.33 | 88.08 | 73.49 | 69.98 | 90.96 | 84.36 | 88.98 | 77.44 | 61.02 | 71.43 | 57.62 | 61.46 | 72.6 | 76.49 | |
| TransUNet2026.05 | 88.77 | 86.07 | 86.72 | 73.05 | 75.95 | 88.91 | 81.91 | 89.03 | 80.12 | 67.49 | 74.12 | 60.23 | 58.72 | 71.77 | 77.35 |