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Deep Learning in Object Detection and Recognition

  • Xiaoyue Jiang
  • Abdenour Hadid
  • Yanwei Pang
  • Eric Granger
  • Xiaoyi Feng
Book

Table of contents

  1. Front Matter
    Pages i-xvi
  2. Zhaoqiang Xia
    Pages 1-18
  3. Yanwei Pang, Jiale Cao
    Pages 19-57
  4. Xiaoyue Jiang, Yaping Hou, Dong Zhang, Xiaoyi Feng
    Pages 59-90
  5. Lei Li, Xiaoyi Feng
    Pages 91-111
  6. Xiaoting Wu, Xiaoyi Feng, Lei Li, Elhocine Boutellaa, Abdenour Hadid
    Pages 113-132
  7. Saman Bashbaghi, Eric Granger, Robert Sabourin, Mostafa Parchami
    Pages 133-154
  8. Zhenbao Liu, Zhizhong Han, Shuhui Bu
    Pages 155-187
  9. Jie Lin, Olivier Morère, Antoine Veillard, Vijay Chandrasekhar
    Pages 189-224

About this book

Introduction

This book discusses recent advances in object detection and recognition using deep learning methods, which have achieved great success in the field of computer vision and image processing. It provides a systematic and methodical overview of the latest developments in deep learning theory and its applications to computer vision, illustrating them using key topics, including object detection, face analysis, 3D object recognition, and image retrieval.

The book offers a rich blend of theory and practice. It is suitable for students, researchers and practitioners interested in deep learning, computer vision and beyond and can also be used as a reference book. The comprehensive comparison of various deep-learning applications helps readers with a basic understanding of machine learning and calculus grasp the theories and inspires applications in other computer vision tasks.

Keywords

Deep learning Image processing Object detection Object recognition Face recognition Expression recognition Image understanding

Editors and affiliations

  • Xiaoyue Jiang
    • 1
  • Abdenour Hadid
    • 2
  • Yanwei Pang
    • 3
  • Eric Granger
    • 4
  • Xiaoyi Feng
    • 1
  1. 1.School of Electronics and InformationNorthwestern Polytechnical UniversityXi’anChina
  2. 2.Center for Machine Vision and Signal AnalysisUniversity of OuluOuluFinland
  3. 3.School of Electrical and Information EngineeringTianjin UniversityTianjinChina
  4. 4.École de technologie supérieureUniversity of QuébecMontréalCanada

Bibliographic information

  • DOI https://doi.org/10.1007/978-981-10-5152-4
  • Copyright Information Springer Nature Singapore Pte Ltd. 2019
  • Publisher Name Springer, Singapore
  • eBook Packages Computer Science
  • Print ISBN 978-981-10-5151-7
  • Online ISBN 978-981-10-5152-4
  • Buy this book on publisher's site