Accelerating medical AI: from concept to clinical edge

Real-time, regulatory-compliant video processing powered by NVIDIA Holoscan.

NVIDIA Holoscan. Accelerating medical AI: from concept to clinical edge. Expert Neurologist Giving Detailed Analysis Of Brain Scan Images

The industry challenge

Developing medical devices that rely on live video processing is complex. High-resolution streaming data must be processed in real time, while meeting strict privacy and regulatory standards.

Whether deployed at the edge or on servers, performance expectations are high – and the path from a working algorithm to a certified medical product is often slow and costly.

Healthcare innovators need faster technical validation – without compromising performance, data protection, or compliance.

The partnership: Spyrosoft × NVIDIA

As an NVIDIA Software Partner, Spyrosoft brings medical-grade software engineering expertise to solutions built on the NVIDIA Holoscan framework. We support medical companies in translating AI models into deployment-ready software architectures suitable for regulated environments.

Our engineers validated Holoscan in demanding live imaging scenarios, proving it can bridge the gap between experimental AI and the reliability required in medical device software.

We developed a technical validation example focused on live skin lesion detection

How we did it

Using publicly available datasets of approximately 10,000 images, we trained custom AI models with PyTorch. The models were then deployed via NVIDIA Holoscan to process live video streams in real time.

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The result

Instant image segmentation and classification (benign vs. malignant)
Heatmap visualisation highlighting areas of concern
Fully local processing on a Linux-based device – no cloud dependency

Why NVIDIA Holoscan?

Holoscan provides a comprehensive software framework designed for real-time AI workloads in regulated environments.

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Optimised pipelines

Build high-performance processing pipelines in C++, Python, and Docker – tailored to medical applications.

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GPU acceleration

With Holoscan Sensor Bridge, sensor data is processed directly on the GPU, removing bottlenecks and enabling high-performance microservices.

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MONAI integration

Holoscan integrates seamlessly with the Medical Open Network for AI (MONAI), supporting standardised and scalable medical AI development.

Value for your organisation

Partnering with Spyrosoft means moving from concept to validated solution in weeks, not months.

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Rapid validation

We can deliver a technical MVP in as little as three weeks. Thanks to NVIDIA DGX Spark, we can rapidly validate solutions locally – without additional infrastructure costs – before scaling.

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Privacy by design

Local, on-device processing ensures patient data remains secure and compliant with GDPR and HIPAA, with no external transmission required.

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Cost efficiency

Lower development and operational costs by leveraging pre-built, optimised components instead of building everything from scratch.

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Scalability

The architecture can be extended to other diagnostic domains, including endoscopy, ultrasound, and beyond.

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Certification support

Our certified assessors and Quality Managers support both US and EU certification pathways, helping guide your solution through official regulatory processes.