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Embedded AI

Integrated AI

Introducing MedCognetics embedded AI image processing and cancer detection system for mammography. The system utilizes medical-grade edge AI hardware alongside MedCognetics’ advanced AI-enabled software, CogNet AI-MT.

Adding AI to an image pipe

This figure shows a system block diagram of a medical imaging system enabled by MedCognetics.

This is an investigational item and has not been cleared for use.

Clinical Optimization

​The embedded AI system developed by MedCognetics offers several key benefits: on-premises device, enhanced image quality, immediate results, cost efficiency, workflow optimization, easy upgrades, and easy maintenance.

Integrating AI into a mammo machine

Trustworthy AI

MedCognetics AI has been developed through collaboration with clinical leaders throughout the world and trained utilizing datasets collected from a diverse patient population in the United States and worldwide (UK, Europe, Middle East, Asia, South America, Africa), supporting the patient and clinic variation that exists in real-world medical imaging.

Map in Grass

Motion Suppression

Sharper images, even when patients move.

For contrast-enhanced digital mammography (CEDM), patient motion can compromise image clarity. This module automatically suppresses motion artifacts, delivering crisp reliable images. The result is fewer repeat scans, smoother workflows, and greater trust in every image.

CEDM motion suppression example

Without motion suppression (left) & with motion suppression (right)

Microcalcification Enhancement

Contrast where it counts.

Microcalcifications can be critical in identifying small cancers and understanding tissue health. MedCognetics' microcalcification enhancement is designed to improve contrast where it counts, improving visibility of microcalcifications without compromising image quality.

FEATURE UNDER DEVELOPMENT

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Without microcalc enhancement (left) & with microcalc enhancement (right)

Image Denoising

Look past the noise.

MedCognetics' denoising algorithm optimizes image clarity by understanding tissue patterns and structures. By leveraging artificial intelligence and large medical datasets, MedCognetics can achieve resolution and clarity that go beyond the physical limitations of imaging equipment.

FEATURE UNDER DEVELOPMENT

denoising.png

Noisy image (left) & denoised image (right)

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