Deep Learning in Object Detection and Recognition / edited by Xiaoyue Jiang, Abdenour Hadid, Yanwei Pang, Eric Granger, Xiaoyi Feng.

Format:

Book

Contributor:

Jiang, Xiaoyue, editor.

Hadid, Abdenour, editor.

Pang, Yanwei, editor.

Granger, Eric, editor.

Feng, Xiaoyi, editor.

SpringerLink (Online service)

Series:

Computer Science (Springer-11645)

Language:

English

Subjects (All):

Optical data processing.

Data mining.

Pattern perception.

Image Processing and Computer Vision.

Data Mining and Knowledge Discovery.

Pattern Recognition.

Local Subjects:

Image Processing and Computer Vision.

Data Mining and Knowledge Discovery.

Pattern Recognition.

Physical Description:

1 online resource (XVI, 224 pages) : 113 illustrations, 92 illustrations in color

Edition:

First edition 2019.

Contained In:

Springer eBooks

Place of Publication:

Singapore : Springer Singapore : Imprint: Springer, 2019.

System Details:

text file PDF

Summary:

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.

Contents:

1. An Overview of Deep Learning

2. Object Detection In Deep Learning

3. Deep Learning in Face Recognition across Pose and Illumination

4. Face Anti-spoofing via Deep Local Binary Pattern

5. Face Anti-spoofing via Deep Local Binary Pattern

6. Deep Learning Architectures for Face Recognition in Video Surveillance

7. Deep learning for 3D data

8. Deep Learning based Descriptors for Object Instance Search.

Other Format:

Printed edition:

ISBN:

978-981-10-5152-4

9789811051524

9789811051517

9789811051531

9789811506512

Access Restriction:

Restricted for use by site license.