Quantum–AI hybrid software for medical image reconstruction and enhancement across modalities, reducing noise and artifacts, improving contrast and edge fidelity, and recovering clinically meaningful detail. Targets clinical and multi-center research use by preserving quantitative reliability (repeatability, bias control, cross-site harmonization) and integrating physics-aware modeling, quantum-assisted refinement, and scalable HPC/clinical-workflow support.