YOLO Target Detection (With Pictures and Text, Source Code and Color Pictures of the Book)

This book mainly introduces the technical principles and code implementation of the vision-based YOLO framework, explains many basic concepts and basic principles in the field of target detection, and introduces popular target detection frameworks based on the YOLO framework. This book is divided into 4 parts and 13 chapters in total. Part 1 introduces a brief history of the development of the field of target detection, mainstream target detection frameworks and commonly used data sets in this field. Part 2 explains in detail the network structure, detection principles and training strategies of the four generations of YOLO frameworks from YOLOv1 to YOLOv4, as well as the code implementation of the built and trained YOLO framework. Part 3 introduces two newer YOLO frameworks-YOLOX and YOLOv7, focusing on their design concepts, network structure and detection principles. Part 4 introduces popular target detection frameworks including DETR, YOLOF and FCOS and their corresponding code implementations. This book focuses on the basic knowledge of target detection and contains rich practical content. It is an introductory book in the field of target detection and is suitable for beginners, algorithm engineers, software engineers, etc. Who are interested in the field of target detection to study and read.