3 papers
eess.IV2025
DEMIST: Decoupled Multi-stream latent diffusion for Quantitative Myelin Map Synthesis
Jiacheng Wang, Hao Li, Xing Yao +9
Quantitative magnetization transfer (qMT) imaging provides myelin-sensitive biomarkers, such as the pool size ratio (PSR), which is valuable for multiple sclerosis (MS) assessment.…
cs.CV2024
QSM-RimDS: A detection and segmentation tool for paramagnetic rim lesions in multiple sclerosis
Ha Luu, Mert Sisman, Ilhami Kovanlikaya +6
Paramagnetic rim lesions (PRLs) are an emerging biomarker in multiple sclerosis (MS). Manual identification and rim segmentation of PRLs on quantitative susceptibility mapping (QSM…
cs.CV2023
SSL^2: Self-Supervised Learning meets Semi-Supervised Learning: Multiple Sclerosis Segmentation in 7T-MRI from large-scale 3T-MRI
Jiacheng Wang, Hao Li, Han Liu +6
Automated segmentation of multiple sclerosis (MS) lesions from MRI scans is important to quantify disease progression. In recent years, convolutional neural networks (CNNs) have sh…