Ultralytics YOLO26 is an open-source object-detection model that replaces Non-Maximum Suppression with a dual-head architecture to output one box per object in a single pass. It is aimed at researchers and engineers who need faster, simpler and more portable real-time perception for robotics and autonomous systems.