Medical Image Segmentation on ML-SASD (test)
72.11Dice Score (mDice)HD-DinoMoE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HD-DinoMoECategory=6, Backbone=DINOv3 ViT-L/16, Modeling=Negative-sample modeling (SSR masks)2026.06 | 72.11 | 58.44 | 41.4 | 1.02 | |
| SegDINO-SATCategory=4, Backbone=DINOv3 ViT-L/162026.06 | 70.44 | 56.63 | 38.26 | 1.14 | |
| SegDINO-LVDCategory=4, Backbone=DINOv3 ViT-L/162026.06 | 70.06 | 56.21 | 38.26 | 1.04 | |
| DINOUnet-LVDCategory=4, Backbone=DINOv3 ViT-L/162026.06 | 69.75 | 55.63 | 37.49 | 1.37 | |
| DINOUnet-SATCategory=4, Backbone=DINOv3 ViT-L/162026.06 | 69.21 | 55.02 | 36.3 | 1.32 | |
| U-MambaCategory=32026.06 | 66.62 | 52.2 | 34.04 | 1.35 | |
| SegNeXtCategory=22026.06 | 66.49 | 52.04 | 32.47 | 1.26 | |
| U-KANCategory=32026.06 | 62.45 | 48.19 | 31.51 | 1.67 | |
| TransUNetCategory=22026.06 | 55.96 | 41.27 | 28.93 | 1.7 | |
| ConDSegCategory=5, Modeling=Negative-sample modeling (SSR masks)2026.06 | 55.86 | 43.13 | 34.47 | 1.05 | |
| nnU-NetCategory=12026.06 | 53.92 | 39.5 | 27.64 | 1.86 | |
| U-NetCategory=12026.06 | 53.04 | 39.32 | 25.44 | 2.28 | |
| UTANetCategory=52026.06 | 50.8 | 38.54 | 25.16 | 1.42 |