Intelligent Computing: Image Processing Based Applications

180 Pages·2020·7.197 MB·English

by  J. K. Mandal, Soumen Banerjee

Advances in Intelligent Systems and Computing 1157
J. K. Mandal
Soumen Banerjee   Editors
Intelligent
Computing:
Image
Processing Based
Applications
Advances in Intelligent Systems and Computing
Volume 1157
Series Editor
Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences,
Warsaw, Poland
Advisory Editors
Nikhil R. Pal, Indian Statistical Institute, Kolkata, India
Rafael Bello Perez, Faculty of Mathematics, Physics and Computing,
Universidad Central de Las Villas, Santa Clara, Cuba
Emilio S. Corchado, University of Salamanca, Salamanca, Spain
Hani Hagras, School of Computer Science and Electronic Engineering,
University of Essex, Colchester, UK
László T. Kóczy, Department of Automation, Széchenyi István University,
Gyor, Hungary
Vladik Kreinovich, Department of Computer Science, University of Texas
at El Paso, El Paso, TX, USA
Chin-Teng Lin, Department of Electrical Engineering, National Chiao
Tung University, Hsinchu, Taiwan
Jie Lu, Faculty of Engineering and Information Technology,
University of Technology Sydney, Sydney, NSW, Australia
Patricia Melin, Graduate Program of Computer Science, Tijuana Institute
of Technology, Tijuana, Mexico
NadiaNedjah,DepartmentofElectronicsEngineering,UniversityofRiodeJaneiro,
RiodeJaneiro,Brazil
Ngoc Thanh Nguyen , Faculty of Computer Science and Management,
Wrocław University of Technology, Wrocław, Poland
Jun Wang, Department of Mechanical and Automation Engineering,
The Chinese University of Hong Kong, Shatin, Hong Kong
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J. K. Mandal Soumen Banerjee
(cid:129)
Editors
Intelligent Computing: Image
Processing Based
Applications
123
Editors
J.K.Mandal SoumenBanerjee
Department ofComputer Science Department ofElectronics
andEngineering andCommunication Engineering
University of Kalyani University of Engineering andManagement
Kalyani, West Bengal, India Kolkata, West Bengal, India
ISSN 2194-5357 ISSN 2194-5365 (electronic)
Advances in Intelligent Systems andComputing
ISBN978-981-15-4287-9 ISBN978-981-15-4288-6 (eBook)
https://doi.org/10.1007/978-981-15-4288-6
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Preface
This volume entitled Intelligent Computing: Image Processing Based Applications
contains ten research papers out of which a few papers are an extended versions
of the 5th International Conference on Opto-Electronics and Applied Optics
(OPTRONIX 2019) held from March 18 to 20, 2019, at the University of
Engineering and Management, Kolkata, India, and the rest are taken from open
circulations containing recent advancements in intelligent computing and devel-
opment of machine learning and deep learning facilitated image processing appli-
cations in a variety of real-life applications including biomedical image analysis,
intelligent security systems, real-time object detection, face detection, edge detec-
tion and segmentation, image captioning, content-based image retrieval. These are
thedevelopmentofnewintelligentcomputing-basedimageprocessingapplications,
both in research problems and in real-world problems.
Thisbookconsistsofcontributionsfromvariousaspectsofanalysis,designand
implementation of intelligent computing-supported image processing applications
which are the fundamentals of associated fields/concepts, applications, algorithms
and case studies.
The book contains 10 chapters. Chapter A Review of Object Detection Models
Based on Convolutional Neural Network reviews some popular state-of-the-art
object detection models based on CNN. In Chap. Cancerous Cell Detection Using
Affine Transformation with Higher Accuracy and Sensitivity, cancerous cells are
detected by affine transformation by working on multi-resolution, multi-lateral,
multi-clusterimagepatternsforpredictionanalysis.InChap.AComparativeStudy
of Different Feature Descriptors for Video-Based Human Action Recognition, a
comparative study of different feature descriptors applied for HAR on video
datasets is presented. Chapter Pose Registration of 3D Face Images deals with 3D
face images, and Chap. Image Denoising Using Generative Adversarial Network
discussesthewayGANsareappliedintheareaofimagede-noising.ChapterDeep
Learning-Based Lossless Audio Encoder (DLLAE) addresses the deep
learning-based audio encoding. PVD-based steganography, low back pain man-
agement, dermatologic classifications and retinal disease detection are the contents
of the rest of the chapters.
v
vi Preface
Each paper was reviewed by at least two domain experts, and the accepted
papers have been revised as per the norms of Springer AISC. Based on the com-
ments of the reviewers, the papers were modified by the authors and the modified
papers were examined for the incorporation of the same. Finally, ten papers are
selected for publication in this special issue intelligent computing: image
processing-based applications.
On behalf of the editors, we would like to express our sincere gratitude to the
reviewers for reviewing the papers. Our sincere gratitude to the authority of
Springer for giving us the opportunity to edit this volume.
Hope this special issue will be an effective material on the state-of-the-art
informationontherecenttrendsinimageprocessingforthebuddingengineersand
researchers.
Kalyani, India Prof. J. K. Mandal
Kolkata, India Soumen Banerjee
Contents
A Review of Object Detection Models Based on Convolutional
Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1
F. Sultana, A. Sufian, and P. Dutta
Cancerous Cell Detection Using Affine Transformation with Higher
Accuracy and Sensitivity . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17
Soumen Santra, Joy Bhattacherjee, and Arpan Deyasi
A Comparative Study of Different Feature Descriptors
for Video-Based Human Action Recognition . . . . . . . . . . . . . . . . . . . . . 35
Swarnava Sadhukhan, Siddhartha Mallick, Pawan Kumar Singh,
Ram Sarkar, and Debotosh Bhattacharjee
Pose Registration of 3D Face Images . . . . . . . . . . . . . . . . . . . . . . . . . . . 53
Koushik Dutta, Debotosh Bhattacharjee, and Mita Nasipuri
Image Denoising Using Generative Adversarial Network . . . . . . . . . . . . 73
Ratnadeep Dey, Debotosh Bhattacharjee, and Mita Nasipuri
Deep Learning-Based Lossless Audio Encoder (DLLAE) . . . . . . . . . . . . 91
Uttam Kr. Mondal, Asish Debnath, and J. K. Mandal
A New Repeated Pixel Value Difference-Based Steganographic
Scheme with Overlapped Pixel . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 103
Partha Chowdhuri, Pabitra Pal, Biswapati Jana, and Debasis Giri
Lattice-Based Fuzzy Medical Expert System for Management of Low
Back Pain: A Preliminary Design. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 119
Debarpita Santra, S. K. Basu, J. K. Mandal, and Subrata Goswami
vii
viii Contents
An Optimized Intelligent Dermatologic Disease Classification
Framework Based on IoT. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 131
Shouvik Chakraborty, Sankhadeep Chatterjee, and Kalyani Mali
Transfer Learning Coupled Convolution Neural Networks
in Detecting Retinal Diseases Using OCT Images. . . . . . . . . . . . . . . . . . 153
Kyamelia Roy, Sheli Sinha Chaudhuri, Probhakar Roy,
Sankhadeep Chatterjee, and Soumen Banerjee
About the Editors
J. K. Mandal M. Tech. in Computer Science from the University of Calcutta in
1987, was awarded Ph.D. (Engineering) in Computer Science and Engineering by
Jadavpur University in 2000. Presently, he is working as a Professor of Computer
Science&EngineeringandwasformerDean,FacultyofEngineering,Technology
& Management, KU, for two consecutive terms during 2008-2012. He was
Director,IQAC,KalyaniUniversity,andChairman,CIRMandPlacementCell.He
servedasaProfessorofComputerApplications,KalyaniGovernmentEngineering
College, for two years, as an Associate Professor of Computer Science for eight
years at North Bengal University, as an Assistant Professor of Computer Science,
North Bengal University, for seven years, and as a Lecturer at NERIST, Itanagar,
foroneyear.Hehas32yearsofteachingandresearchexperienceincodingtheory,
data and network security and authentication, remote sensing & GIS-based appli-
cations,datacompression,errorcorrection,visualcryptographyandsteganography.
Heawarded23Ph.D.degrees,onesubmittedand8arepursuing.Hehassupervised
03M.Phil.,morethan70M.Tech.andmorethan125M.C.A.Dissertations.Hewas
Guest Editor of MST Journal (SCI indexed) of Springer. He has published more
than400researcharticlesoutofwhich167articlesininternationaljournals.Hehas
published 7 books from LAP Germany, IGI Global, etc. He has organized 31
international conferences and was one of the corresponding editors of edited vol-
umes and conference publications of Springer, IEEE, Elsevier, etc., and he has
edited 32 volumes as volume Editor.
Prof.SoumenBanerjee isHeadoftheDepartmentofElectronics&Communication
EngineeringattheUniversityofEngineering&Management,Kolkata,WestBengal,
India.HewasthevisitingFacultyattheDepartmentofAppliedPhysics,Universityof
Calcutta, and an Ex-Faculty of IEM, Salt Lake, Kolkata. He is into the teaching
profession for more than 18 years and received Best Teacher Award from
UEM-Kolkatain2018.HeobtainedhisB.Sc.(Honors)degreeinPhysics,B.Tech.and
M.Tech.degreesinRadioPhysicsandElectronicsfromtheUniversityofCalcutta.He
ispresentlyassociatedwithresearchactivitiesattheIndianInstituteofEngineering
Science and Technology (IIEST), Shibpur, India. His research interests include
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