3 papers
cs.CV2026
Unified Multi-Site Multi-Sequence Brain MRI Harmonization Enriched by Biomedical Semantic Style
Mengqi Wu, Yongheng Sun, Qianqian Wang +2
Aggregating multi-site brain MRI data can enhance deep learning model training, but also introduces non-biological heterogeneity caused by site-specific variations (e.g., differenc…
cs.CV2024
SinoSynth: A Physics-based Domain Randomization Approach for Generalizable CBCT Image Enhancement
Yunkui Pang, Yilin Liu, Xu Chen +2
Cone Beam Computed Tomography (CBCT) finds diverse applications in medicine. Ensuring high image quality in CBCT scans is essential for accurate diagnosis and treatment delivery. Y…
physics.med-ph2024
Automatic treatment planning for radiotherapy: a cross-modality and protocol study
Gregory Szalkowski, Xuanang Xu, Shiva Das +2
This study investigates the applicability of 3D dose predictions from a model trained on one modality to a cross-modality automated planning workflow. Additionally, we explore the…