Radiological physics and technology
Automatic measurement of pharyngeal contraction ratio during deglutition using 2D cine MRI with deep learning: A pilot study.
Masato Takahashi, Naoka Miyamoto, Norikazu Koori, Masahiko Monma, Yoshiyuki Ishimori, Hiraku Fuse, Shin Miyakawa, Kenji Yasue, Hiroki Nosaka, Shinji Abe
Published: 202510.1007/s12194-025-00984-1
Abstract
This study aimed to develop a deep learning-based method for automatic segmentation of the pharyngeal area (PA) and measurement of the pharyngeal contraction ratio (PCR) during deglutition using cine magnetic resonance imaging (MRI). The proposed alg…
Preview only. Read the full abstract at the source