CardioSynth: Parameter-driven cardiac MRI generation via oriented bounding boxes

The proposed framework enables parameter-driven cardiac MRI synthesis with precise substructure area control. By combining oriented bounding box encoding, progressive modification, and diffusion modeling, it achieves anatomically consistent results while reducing reliance on repeated scans, supporting applications in longitudinal monitoring and progression studies.