YOLO detects all objects in a frame in one forward pass, which makes it fast enough for live video. Successive versions (v8 through v12 and beyond) trade a little architecture for better accuracy and easier export to edge hardware, making YOLO the default production detector for many teams.
The book · Volume 6 of 7
AI for Video: A Complete Guide to Intelligence in Video Products: From Models and Inference to Computer Vision, Speech, Search, and Generative Video
YOLO is the default real-time detector for many teams, but version choice, licence and export target change both accuracy and legal risk. Volume 6 covers YOLO in detail within computer vision: object detection, multi-object tracking, model artifacts and export formats, and deployment topologies from edge devices to the cloud. Written by Nikolay Sapunov, CEO at Fora Soft.
Picking a YOLO version and hardware for real-time detection?
Send us sample footage and target hardware, and we will benchmark YOLO variants and recommend one with expected FPS, accuracy and licence notes. 250+ video products shipped since 2005.
