Del 593 - Studies in Systems, Decision and Control

Advances in Gait-Based Identification

A Systematic Review of Deep Learning Models Leveraging Computer Vision Techniques

Inbunden, Engelska, 2025

Av Diogo R. M. Bastos, João Manuel R. S. Tavares, Joao Manuel R. S. Tavares

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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.

Produktinformation

Utgivningsdatum2025-05-31
Mått155 x 235 x 13 mm
Vikt346 g
FormatInbunden
SpråkEngelska
SerieStudies in Systems, Decision and Control
Antal sidor96
FörlagSpringer International Publishing AG
ISBN9783031895593

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Diogo R. M. Bastos holds an MSc in biomedical engineering from the Faculdade de Engenharia da Universidade do Porto (FEUP). His research interests include artificial intelligence, computer vision, and gait-based biometric identification.João Manuel R. S. Tavares is a Full Professor in the Department of Mechanical Engineering at the Faculdade de Engenharia da Universidade do Porto (FEUP) and a senior researcher at the Instituto de Ciência e Inovação em Engenharia Mecânica e Engenharia Industrial (INEGI). His research focuses on computational vision, medical imaging, biomechanics, and biomedical engineering.