Segmentation on Fetal Head Segmentation Dataset (val)
92.53Mean DSCOurs, FetSAM Loss
Evaluation Results
| Method | Links | |
|---|---|---|
| Ours, FetSAM LossBackbone=YOLO26N, Paradigm=Instance2026.03 | 92.53 | |
| Ours, BaselineBackbone=YOLO26N, Paradigm=Instance2026.03 | 92.29 | |
| Ours, Domain-GuidedBackbone=YOLO26L, Paradigm=Instance2026.03 | 92.08 | |
| FetSAMBackbone=SAM (ViT), Paradigm=Prompt-based2026.03 | 90.12 | |
| Efb0_DLabV3+Backbone=EffNet-B0 [32], Paradigm=Semantic2026.03 | 85.32 | |
| Efb0_Unet++Backbone=EffNet-B0 [32], Paradigm=Semantic2026.03 | 84.95 | |
| Efb0_UnetBackbone=EffNet-B0 [32], Paradigm=Semantic2026.03 | 84.66 | |
| Efb0_PANBackbone=EffNet-B0 [32], Paradigm=Semantic2026.03 | 84.5 | |
| Efb0_FPNBackbone=EffNet-B0 [32], Paradigm=Semantic2026.03 | 83.75 | |
| Mit_SegFormer_b0Backbone=MiT-B0 [7], Paradigm=Semantic2026.03 | 83.23 | |
| Efb0_LinknetBackbone=EffNet-B0 [32], Paradigm=Semantic2026.03 | 81.84 | |
| Mvit075_DLabV3Backbone=MobileViT-0.75, Paradigm=Semantic2026.03 | 80.28 | |
| Mvit075_ManetBackbone=MobileViT-0.75, Paradigm=Semantic2026.03 | 79.96 | |
| Mvit075_UnetBackbone=MobileViT-0.75, Paradigm=Semantic2026.03 | 79.62 | |
| Mvit075_PSPNetBackbone=MobileViT-0.75, Paradigm=Semantic2026.03 | 79.14 | |
| Mvit075_FPNBackbone=MobileViT-0.75, Paradigm=Semantic2026.03 | 78.47 |