Vision Elements is a research and development consultancy in computational sciences, established in 2007 and located in Tel Aviv, Israel. We focus on areas such as computer vision, artificial intelligence, sensor fusion, medical imaging, and real-time perception systems, providing production-grade solutions in the medical, defense, industrial, and autonomous systems sectors. Our team of approximately 25 specialists has completed over 300 projects worldwide, assisted with more than 150 patent applications, and played a role in achieving over $2 billion in mergers and acquisitions for our clients, including CathWorks, whose coronary imaging technology was acquired by Medtronic for $585 million in 2026. We handle the entire computer vision and AI stack, from optics, sensor calibration, and 3D reconstruction to deep learning, real-time inference, and edge deployment. Our projects include: • Medical imaging: CT segmentation, X-ray angiography navigation, prostate biopsy guidance, augmented reality for spine surgery • Defense & aerospace: airborne target tracking, drone-based 3D mapping, multi-sensor fusion (LiDAR, GPS, IMU, radar) • Industrial & smart cities: real-time multi-camera systems, object detection and tracking, edge AI on NVIDIA Jetson • Autonomous systems: SLAM, SfM, multi-object tracking, visual servoing. We are recognized as an Official NVIDIA AI Solution Advisor and NVIDIA Metropolis Partner and will be speaking at the Embedded Vision Summit 2024. Our technology stack includes Python, C++, PyTorch, TensorRT, GStreamer, DeepStream, CUDA, OpenCV, VTK, and MONAI. Each project we undertake is designed for production — ensuring it is modular, maintainable, and scalable.