Studies in Systems, Decision and Control: A Systematic Review of Deep Learning Models Leveraging Computer Vision Techniques

Bastos, Diogo R. M.; R. S. Tavares, João Manuel

This book provides a systematic review of gait-based person identification, categorizing studies into deep-learning and non-deep-learning approaches while analyzing key datasets and performance metrics. It explores challenges such as covariant factors, e.g., viewing angles, clothing, and accessories, and highlights advancements in real-world gait recognition systems. With a structured methodology and transparent review process, this work serves as a valuable reference for researchers and a foundation for future developments in biometric identification.

Details

Published by: Springer

Publication Date: 2025-05-31

Format: Hardcover

ISBN-13: 9783031895593

DOI: 10.1007/978-3-031-89560-9

Dimensions: 235cm x155cm

Pages: 96