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A.Srinivasan - Handbook of Research on Computer Vision and Image Processing in the Deep Learning Era

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A.Srinivasan Handbook of Research on Computer Vision and Image Processing in the Deep Learning Era
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This book explores traditional and new areas of the computer vision, Machine Learning and Deep Learning combined to solve a range of problems with the objective to integrate the knowledge of the growing international community of researchers working on the application of Machine Learning and Deep Learning Methods in Vision and Robotics.Image processing is one of the rapidly developing technologies that is spawning important research fields in Engineering discipline. Image Processing refers to the application of algorithms to images meant to improve the quality of the image or to alter it for a different visual effect. It plays a very important role to prepare images for Computer Vision models, such as applying segmentation or labelling known objects. Computer vision and image processing are inseparably linked. A computer vision system receives an image as input and produces task-specific data, such as item labels and coordinates. Computer vision systems rarely use unprocessed image data obtained directly from hardware such as cameras or sensors. Instead, they employ photos that have undergone various forms of image processing.Today, Computer Vision applications have achieved tremendous success which includes applications likes image classification, Defect inspection, autonomous driving, Robotics, Text classification, facial recognition etc., However, for these models to work, the images need to first be labelled, segmented, or to have gone through other pre-processing steps taken with the help of image processing algorithms.Deep Learning plays a prominent role in a variety of computer vision problems, such as object detection motion tracking action recognition human pose estimation and semantic segmentation etc., The reason behind it is that Deep learning is a rich family of methods, encompassing neural networks, hierarchical probabilistic models, and a variety of unsupervised and supervised feature learning algorithms. The recent surge of interest in deep learning methods is due to the fact that they have been shown to outperform previous state-of-the-art techniques in several tasks like visual, aural, medical, social, and sensorial ability. Thus, the chapters of the book focusses on role of Deep Learning technologies in variety of application with higher emphasis/priority for image processing and computer vision problems as the world is running behind smarter and autonomous environment.

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Handbook of Research on Computer Vision and Image Processing in the Deep - photo 1
Handbook of Research on Computer Vision and Image Processing in the Deep Learning Era
  • A. Srinivasan
    SASTRA University (Deemed), India

A volume in the Advances in Computational Intelligence and Robotics (ACIR) Book Series Book Series

Published in the United States of America by IGI Global an imprint of IGI - photo 2Published in the United States of America by IGI Global an imprint of IGI - photo 3

Published in the United States of America by IGI Global (an imprint of IGI Global) 701 E. Chocolate Avenue Hershey PA 17033 Tel: 717-533-8845 Fax: 717-533-8661 E-mail: cust@igi-global.com Web site: http://www.igi-global.com/reference

Copyright 2023 by IGI Global. All rights reserved. No part of this publication may be reproduced, stored or distributed in any form or by any means, electronic or mechanical, including photocopying, without written permission from the publisher.

Product or company names used in this set are for identification purposes only. Inclusion of the names of the products or companies does not indicate a claim of ownership by IGI Global of the trademark or registered trademark.

Library of Congress Cataloging-in-Publication Data


Names: Srinivasan, A., 1978- editor.
Title: Handbook of research on computer vision and image processing in the deep
learning era / A. Srinivasan, editor.
Description: Hershey, PA : Engineering Science Reference, an imprint of IGI
Global, [2022] | Includes bibliographical references and index. |
Summary: "This book explores traditional and new areas of the computer
vision, machine and deep learning combined to solve a range of problems
with the objective to integrate the knowledge of the growing
international community of researchers working on the application of
Machine Learning and Deep Learning Methods in Vision and Robotics"-
Provided by publisher.
Identifiers: LCCN 2022013966 (print) | LCCN 2022013967 (ebook) | ISBN
9781799888925 (h/c) | ISBN 9781799888949 (e-book)
Subjects: LCSH: Computer vision. | Deep learning (Machine learning) |
Diagnostic imaging.
Classification: LCC TA1634 .C648924 2022 (print) | LCC TA1634 (ebook) |
DDC 006.3/7--dc23/eng/20220523
LC record available at https://lccn.loc.gov/2022013966
LC ebook record available at https://lccn.loc.gov/2022013967

This book is published under the IGI Global book series Advances in Computational Intelligence and Robotics (ACIR) (ISSN: 2327-0411 eISSN: 2327-042X)

British Cataloguing in Publication Data

A Cataloguing in Publication record for this book is available from the British Library.

All work contributed to this book is new, previously-unpublished material. The views expressed in this book are those of the authors, but not necessarily of the publisher.

Advances in Computational Intelligence and Robotics ACIR Book Series Ivan - photo 4
Advances in Computational Intelligence and Robotics (ACIR) Book Series

Ivan Giannoccaro (University of Salento, Italy)

ISSN: 2327-0411

Mission

While intelligence is traditionally a term applied to humans and human cognition, technology has progressed in such a way to allow for the development of intelligent systems able to simulate many human traits. With this new era of simulated and artificial intelligence, much research is needed in order to continue to advance the field and also to evaluate the ethical and societal concerns of the existence of artificial life and machine learning.

The Advances in Computational Intelligence and Robotics (ACIR) Book Series encourages scholarly discourse on all topics pertaining to evolutionary computing, artificial life, computational intelligence, machine learning, and robotics. ACIR presents the latest research being conducted on diverse topics in intelligence technologies with the goal of advancing knowledge and applications in this rapidly evolving field.

Coverage
  • Cyborgs
  • Fuzzy Systems
  • Computational Logic
  • Synthetic Emotions
  • Cognitive Informatics
  • Agent technologies
  • Robotics
  • Heuristics
  • Algorithmic Learning
  • Artificial Intelligence

IGI Global is currently accepting manuscripts for publications within this series. To submit a proposal for a volume in this series please contact our Acquisition Editors at .

The Advances in Computational Intelligence and Robotics (ACIR) Book Series(ISSN 2327-0411) is published by IGI Global, 701 E. Chocolate Avenue, Hershey, PA 17033-1240, USA, www.igi-global.com. This series is composed of titlesavailable for purchase individually; each title is edited to be contextually exclusive from any other title within the series. For pricing and ordering information please visit http://www.igi-global.com/book-series/advances-computational-intelligence-robotics/73674. Postmaster: send all address changes to above address. Copyright 2023 IGI Global. All rights, including translation in other languages reserved by the pulisher. No part of this series may be reproduced or used in any form or by any means - graphics, electronic, or mechanical, including photocopying, recoreding, taping, or information and retrieval systems - without written permission from the publisher, except for non commercial, educational use, including classroom teaching purposes. The views expressed in this series are those of the authors, but not necessarily of IGI Global

Titles in this Series

Controlling Epidemics With Mathematical and Machine Learning Models
Abraham Varghese (Higher College of Technology, Oman) Eduardo M. Lacap, Jr. (Higher College of Technology, Oman) Ibrahim Sajath (Higher College of Technology, Oman) Kamal Kumar (Higher College of Technology, Oman) and Shajidmon Kolamban (Higher College of Technology, Oman)
Engineering Science Reference copyright 2023 300pp H/C (ISBN: 9781799883432) US $270.00 (our price)

Multidisciplinary Applications of Deep Learning-Based Artificial Emotional Intelligence
Chiranji Lal Chowdhary (Vellore Institute of Technology, India)
Engineering Science Reference copyright 2023 296pp H/C (ISBN: 9781668456736) US $270.00 (our price)

Principles and Applications of Socio-Cognitive and Affective Computing
S. Geetha (VIT University, Chennai, India) Karthika Renuka (PSG College of Technology, India) Asnath Victy Phamila (VIT University, Chennai, India) and Karthikeyan N. (Syed Ammal Engineering College, India)
Engineering Science Reference copyright 2023 330pp H/C (ISBN: 9781668438435) US $270.00 (our price)

Revolutionizing Industrial Automation Through the Convergence of Artificial Intelligence and the Internet of Things
Divya Upadhyay Mishra (ABES Engineering College, Ghaziabad, India) and Shanu Sharma (ABES Engineering College, Ghaziabad, India)
Engineering Science Reference copyright 2023 279pp H/C (ISBN: 9781668449912) US $270.00 (our price)

Convergence of Big Data Technologies and Computational Intelligent Techniques
Govind P. Gupta (National Institute of Technology, Raipur, India)
Engineering Science Reference copyright 2023 335pp H/C (ISBN: 9781668452646) US $270.00 (our price)

Design and Control Advances in Robotics
Mohamed Arezk Mellal (M'Hamed Bougara University, Algeria)

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