商品簡介
Artificial Intelligence (AI) has revolutionized the way machines perceive, comprehend, and recognize human faces, sparking significant advancements in fields such as security, healthcare, smart devices, biometrics, human-computer interaction, and digital identity management. This book takes a deep dive into the fundamentals, techniques, and cutting-edge technologies that enable modern facial recognition. Blending theory with practical applications, the book covers essential processes like preparing images, detecting faces, pinpointing key facial landmarks, extracting features, employing deep learning models, deconstructing faces into components, utilizing innovative vision models based on transformers, clarifying AI decision-making, and evaluating system performance. It also explores emerging trends such as integrating multiple types of biometric data, AI functioning on smaller devices, privacy-preserving learning, safeguarding privacy in facial analysis, and considering ethical AI usage. With comprehensive examples, testing frameworks, clever insights, and real-world applications, readers will discover how advanced facial recognition systems are designed, refined, and implemented across various settings. The book emphasizes building robust, fair, user-friendly, and secure systems while addressing challenges like face coverings, varying angles, lighting changes, aging, and adversarial attacks aimed at deceiving the system. This book is tailored for students, researchers, AI practitioners, computer vision specialists, and industry professionals. It serves as both a practical guide and a valuable resource for anyone looking to delve deeper into one of the most rapidly evolving domains in AI and computer vision.
