Building a 3D Image-Based Search System for Medical Images: How Can Foundational Models Help?
, Principal Applied Data Scientist, Microsoft
, Group Manager, Healthcare AI , Microsoft
Dive deep into the transformative potential of foundational multimodal models in the realm of medical imaging. We'll explore how advanced models can be harnessed to build sophisticated 3D medical image search systems that meet the exacting standards of clinical relevance. We'll walk you through the latest tools and technologies available, shedding light on how to effectively implement them in your projects. Learn about the critical search criteria — such as accuracy, speed, and specificity — that are essential for clinical applications, and discover how to configure your system to prioritize these factors. We'll also discuss strategies for managing the costs associated with building and operating these systems, ensuring you can achieve high performance without exceeding your budget. You'll see some hands-on examples and gain actionable insights and practical knowledge that will help you develop cutting-edge 3D image search solutions in the medical field.