Overview

AI reconstruction improves image quality from low dose or accelerated acquisitions. It reduces noise and artifacts while preserving diagnostic detail. These methods enable faster and safer imaging.

Low Dose CT

Deep learning denoising allows lower radiation protocols with maintained image quality. Models are trained on paired low and standard dose data. Clinical validation ensures diagnostic equivalence.

Accelerated MRI

AI based reconstruction shortens MRI scan times using undersampled data. It enables higher throughput and improved patient comfort. Validation includes assessment of artifact introduction and diagnostic fidelity.

Quality Assurance

Reconstruction algorithms require routine QA to ensure consistent performance. Phantom studies and clinical audits detect drift or degradation. Documentation supports regulatory compliance and clinical trust.