Dataset augmentation with multiple contrasts images in super-resolution processing of T1-weighted brain magnetic resonance images - Kageyama, Hajime; Yoshida, Nobukiyo; Kondo, Keisuke; Akai, Hiroyuki (Radiological physics and technology, 2025)
Keywords: Adult; Brain; Brain - diagnostic imaging; Correlation coefficients; Data augmentation; Datasets; Datasets as Topic; Deep Learning; Female; Humans; Image Processing, Computer-Assisted - methods; Image quality; Image resolution; Imaging; Magnetic Resonance Imaging; Male; Medical and Radiation Physics; Medical imaging; Medicine; Medicine & Public Health; Middle Aged; Nuclear Medicine; Performance enhancement; Radiology; Radiotherapy; Research Article; Retrospective Studies; Signal to noise ratio; Statistical analysis; Super-resolution; Deep-learning methods; Image processing; Peak signal-to-noise ratio; Structural similarity