Topology‐aware anatomical segmentation of the Circle of Willis: HUNet unveils the vascular network
Md. Shakib Shahariar Junayed,
Kazi Shahriar Sanjid,
Md. Tanzim Hossain
et al.
Abstract:This research investigates the Circle of Willis, a critical vascular structure vital for cerebral blood supply. A modified novel dual‐pathway multi‐scale hierarchical upsampling network (HUNet) is presented, tailored explicitly for accurate segmentation of Circle of Willis anatomical components from medical imaging data. Evaluating both the multi‐label magnetic resonance angiography region of interest and the multi‐label magnetic resonance angiography whole brain‐case datasets, HUNet consistently outperforms t… Show more
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