Research Associate in Neural Rendering and Medical Image Reconstruction
Core
Develop machine learning and neural scene representation methods for reconstructing 3D fetal brain volumes from handheld ultrasound video to enable near-real-time 3D reconstruction at the bedside.
Role type
Postdoctoral research associate in neural rendering and medical image reconstruction
Builds
Interactive clinical imaging workflows for quantitative assessment of fetal brain development
Domain
Medical imaging (ultrasound) + 3D computer vision + neural rendering
Deliverable
production ML models
Required skills
Neural implicit representations, neural rendering methods, 2D-to-3D reconstruction architectures, ultrasound acquisition system integration, scalable reconstruction algorithms
Preferred skills
Deep learning research, clinical workflow integration
Technologies
Neural scene representations, ultrasound acquisition systems
Responsibilities
Develop machine learning methods for volumetric reconstruction from freehand ultrasound sweeps, integrate algorithms into interactive clinical imaging workflows, contribute to research at the intersection of 3D computer vision, neural rendering, and medical image analysis, work with ultrasound acquisition systems to deliver interactive feedback during scanning
Seniority
Postdoctoral, hands-on IC
