Advances in Intelligent Systems and Computing Volume 766 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 Nadia Nedjah, Department of Electronics Engineering, University of Rio de Janeiro, Rio de Janeiro, 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 The series “Advances in Intelligent Systems and Computing” contains publications on theory, applications, and design methods of Intelligent Systems and Intelligent Computing. Virtually all disciplines such as engineering, natural sciences, computer and information science, ICT, economics, business, e-commerce, environment, healthcare, life science are covered. The list of topics spans all the areas of modern intelligent systems and computing such as: computational intelligence, soft computing including neural networks, fuzzy systems, evolutionary computing and the fusion of these paradigms, social intelligence, ambient intelligence, computational neuroscience, artificial life, virtual worlds and society, cognitive science and systems, Perception and Vision, DNA and immune based systems, self-organizing and adaptive systems, e-Learning and teaching, human-centered and human-centric computing, recommender systems, intelligent control, robotics and mechatronics including human-machine teaming, knowledge-based paradigms, learning paradigms, machine ethics, intelligent data analysis, knowledge management, intelligent agents, intelligent decision making and support, intelligent network security, trust management, interactive entertainment, Web intelligence and multimedia. The publications within “Advances in Intelligent Systems and Computing” are primarily proceedings of important conferences, symposia and congresses. They cover significant recent developments in the field, both of a foundational and applicable character. An important characteristic feature of the series is the short publication time and world-wide distribution. This permits a rapid and broad dissemination of research results. ** Indexing: The books of this series are submitted to ISI Proceedings, EI-Compendex, DBLP, SCOPUS, Google Scholar and Springerlink ** More information about this series at http://www.springer.com/series/11156 Atilla Elçi Pankaj Kumar Sa Chirag N. Modi Gustavo Olague Manmath N. Sahoo Sambit Bakshi • • • • • Editors Smart Computing Paradigms: New Progresses and Challenges Proceedings of ICACNI 2018, Volume 1 123 Editors Atilla Elçi Engineering Faculty Aksaray University Sağlık, Aksaray, Turkey Chirag N. Modi National Institute of Technology Goa, India Manmath N. Sahoo Department of Computer Science and Engineering National Institute of Technology Rourkela Rourkela, Odisha, India Pankaj Kumar Sa Department of Computer Science and Engineering National Institute of Technology Rourkela Rourkela, Odisha, India Gustavo Olague CICESE Ensenada, Baja California, Mexico Sambit Bakshi Department of Computer Science and Engineering National Institute of Technology Rourkela Rourkela, Odisha, India ISSN 2194-5357 ISSN 2194-5365 (electronic) Advances in Intelligent Systems and Computing ISBN 978-981-13-9682-3 ISBN 978-981-13-9683-0 (eBook) https://doi.org/10.1007/978-981-13-9683-0 © Springer Nature Singapore Pte Ltd. 2020 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. This Springer imprint is published by the registered company Springer Nature Singapore Pte Ltd. The registered company address is: 152 Beach Road, #21-01/04 Gateway East, Singapore 189721, Singapore Preface It is a sheer pleasure announcing receipt of an overwhelming response from academicians and researchers of reputed institutes and organizations of the country and abroad for joining us in the 6th International Conference on Advanced Computing, Networking, and Informatics (ICACNI 2018), which makes us feel that our endeavor is successful. The conference organized jointly by the Department of Computer Science and Engineering, National Institute of Technology Silchar, and Centre for Computer Vision and Pattern Recognition, National Institute of Technology Rourkela, during June 04–06, 2018, certainly achieves a landmark toward bringing researchers, academicians, and practitioners in the same platform. We have received more than 400 research articles and very stringently have selected through peer review the best articles for presentation and publication. We, unfortunately, could not accommodate many promising works as we strove to ensure the highest quality and adhere to the recommendations of the expert reviewers. We are thankful to have the advice of dedicated academicians and experts from industry and the eminent academicians involved in providing technical comments and quality evaluation for organizing the conference with a planned schedule. We thank all people participating and submitting their works and having continued interest in our conference for the sixth year. The articles presented in the two volumes of the proceedings discuss the cutting-edge technologies and recent advances in the domain of the conference. We conclude with our heartiest thanks to everyone associated with the conference and seeking their support to organize the 7th ICACNI 2019 at the Indian Institute of Information Technology Kalyani, India, during December 20–21, 2019. Silchar, India November 2019 Atilla Elçi Pankaj Kumar Sa Chirag N. Modi Gustavo Olague Manmath N. Sahoo Sambit Bakshi v Contents Advanced Image Processing Methodologies–I Estimation of Tyre Pressure from the Characteristics of the Wheel: An Image Processing Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . V. B. Vineeth Reddy, H. Ananda Rao, A. Yeshwanth, Pravin Bhaskar Ramteke and Shashidhar G. Koolagudi 3 A Robust and Blind Watermarking for Color Videos Using Redundant Wavelet Domain and SVD . . . . . . . . . . . . . . . . . . . . . S. Prasanth Vaidya and P. V. S. S. R. Chandra Mouli 11 Optimized Object Detection Technique in Video Surveillance System Using Depth Images . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Md. Shahzad Alam, T. S. Ashwin and G. Ram Mohana Reddy 19 Evidence-Based Image Registration and Its Effect on Image Fusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Ujwala Patil, Ramesh Ashok Tabib, Rohan Raju Dhanakshirur and Uma Mudenagudi 29 Two Stream Convolutional Neural Networks for Anomaly Detection in Surveillance Videos . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Adarsh Jamadandi, Sunidhi Kotturshettar and Uma Mudenagudi 41 Detection and Classification of Road Signs Using HOG-SVM Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Anant Ram Dubey, Nidhi Shukla and Divya Kumar 49 Segmentation of Calcified Plaques in Intravascular Ultrasound Images . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Tara Chand Ulli and Deep Gupta 57 vii viii Contents Copy–Move Attack Detection from Digital Images: An Image Forensic Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Badal Soni, Pradip K. Das, Dalton Meitei Thounaojam and Debalina Biswas A Comparative Study of Reversible Video Watermarking Using Automatic Threshold Adjuster and Non-feedback-Based DE Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Subhajit Das and Arun Kumar Sunaniya Detection of White Ear-Head of Rice Crop Using Image Processing and Machine Learning Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . Prabira Kumar Sethy, Smitanjali Gouda, Nalinikanta Barpanda and Amiya Kumar Rath Hash Code Based Image Authentication Using Rotation Invariant Local Phase Quantization . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Umamaheswar Reddy, Utkarsh Arya, Ram Kumar Karsh and Rabul Hussian Laskar 69 77 87 97 Novel Competitive Swarm Optimizer for Sampling-Based Image Matting Problem . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 109 Prabhujit Mohapatra, Kedar Nath Das and Santanu Roy Sound, Voice, Speech, and Language Processing Note Transcription from Carnatic Music . . . . . . . . . . . . . . . . . . . . . . . . 123 S. M. Suma, Shashidhar G. Koolagudi, Pravin B. Ramteke and K. S. Rao Sentence-Based Dialect Identification System Using Extreme Gradient Boosting Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 131 Nagaratna B. Chittaragi and Shashidhar G. Koolagudi Characterization of Consonant Sounds Using Features Related to Place of Articulation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 139 Pravin Bhaskar Ramteke, Srishti Hegde and Shashidhar G. Koolagudi Named Entity Recognition Using Part-of-Speech Rules for Telugu . . . . 147 SaiKiranmai Gorla, Sriharshitha Velivelli, Dipak Kumar Satpathi, N L Bhanu Murthy and Aruna Malapati Computational Intelligence: Algorithms, Applications and Future Directions Objective Assessment of Pitch Accuracy in Equal-Tempered Vocal Music Using Signal Processing Approaches . . . . . . . . . . . . . . . . . . . . . . 161 Roshni Biswas, Y. V. Srinivasa Murthy, Shashidhar G. Koolagudi and Swaroop G. Vishnu Contents ix Gibbs Sampled Hierarchical Dirichlet Mixture Model Based Approach for Clustering Scientific Articles . . . . . . . . . . . . . . . . . . . . . . 169 G. S. Mahalakshmi, G. MuthuSelvi and S. Sendhilkumar Experimental Evaluation of Dynamic Typing Mechanism: A Case Study . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 179 K. Indra Gandhi and K. Induja Integrating Digital Forensics and Digital Discovery to Improve E-mail Communication Analysis in Organisations . . . . . . . . . . . . . . . . . . . . . . . 187 Mithileysh Sathiyanarayanan and Odunayo Fadahunsi Speaker Verification Systems: A Comprehensive Review . . . . . . . . . . . . 195 Ujwala Baruah, Rabul Hussain Laskar and Biswajit Purkayashtha A Fast Method for Segmenting ECG Waveforms . . . . . . . . . . . . . . . . . 209 Dipjyoti Bisharad, Debakshi Dey and Brinda Bhowmick Removal of Eye-Blink Artifact from EEG Using LDA and Pre-trained RBF Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 217 Rajdeep Ghosh, Nidul Sinha and Saroj Kumar Biswas Innovative Soft Computing Approaches for Pattern Recognition Applications Skin Cancer Detection Using Advanced Imaging Techniques . . . . . . . . . 229 Shivani Pal and M. Monica Subashini Auto-associative Neural Network Based Concrete Crack Detection . . . . 239 A. Diana Andrushia and N. Anand Image Filter Selection, Denoising and Enhancement Based on Statistical Attributes of Pixel Array . . . . . . . . . . . . . . . . . . . . . . . . . 245 Vihar Kurama and T. Sridevi Enhanced Security Credentials for Image Steganography Using QR Code . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 259 Prajith Kesava Prasad, R. Kalpana Sonika, R. Jenice Aroma and A. Balamurugan Clustering-Based Melanoma Detection in Dermoscopy Images Using ABCD Parameters . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 267 J. Jacinth Poornima, J. Anitha and H. Asha Gnana Priya Automated Histogram-Based Seed Selection for the Segmentation of Natural Scene . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 275 R. Aarthi and S. Shanmuga Priya x Contents Application of Image Fusion Approaches for Image Differencing in Satellite Images . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 283 R. Jenice Aroma and Kumudha Raimond A Novel Method for Detecting Bone Contours in Hand Radiographic Images . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 293 D. Diana, J. Revathi, K. Uma, A. Ramya and J. Anitha Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 301 About the Editors Atilla Elçi is an Emeritus Full Professor and Chairman of the Department of Electrical and Electronics Engineering at Aksaray University, Turkey (August 2012–September 2017). He previously served as a Full Professor and Chairman of Computer and Educational Technology at Süleyman Demirel University, Isparta, Turkey (May 2011–June 2012). Dr. Elçi graduated with a degree in Electrical Engineering from METU, Turkey and completed his M.Sc. and Ph.D. in Computer Science at Purdue University, USA. He has 71 papers, 11 books, 10 conference publications and 4 talks to his credit. His research areas include semantic web technology; information security/assurance; semantic robotics; programming systems and languages; and semantics in education. Pankaj Kumar Sa received his Ph.D. degree in Computer Science in 2010. He is currently serving as an Associate Professor in the Department of Computer Science and Engineering, National Institute of Technology Rourkela, India. His research interests include computer vision, biometrics, visual surveillance, and robotic perception. He has co-authored a number of research articles in various journals, conferences, and book chapters and has co-investigated research and development projects funded by SERB, DRDOPXE, DeitY, and ISRO. He has received several prestigious awards and honors for his contributions in academics and research. Chirag N. Modi is an Assistant Professor, Department of Computer Science and Engineering, NIT Goa, Farmagudi. He received his B.E. (Computer Engineering) from BVM Engineering College, Gujarat, India and completed his M.Tech. and Ph.D. in Computer Engineering at SVNIT Surat, Gujarat. His research areas include cloud computing security; network security, cryptography and information security; and secured IoTs, data mining, and privacy preserving data mining. He has published several journal papers and book chapters. Gustavo Olague received his Ph.D. in Computer Vision, Graphics and Robotics from the INPG (Institut Polytechnique de Grenoble) and INRIA (Institut National de Recherche en Informatique et Automatique) in France. He is currently a xi xii About the Editors Professor at the Department of Computer Science at CICESE (Centro de Investigación Científica y de Educación Superior de Ensenada) in Mexico, and the Director of its EvoVisión Research Team. He is also an Adjoint Professor of Engineering at UACH (Universidad Autonóma de Chihuahua). He has authored over 100 conference proceedings papers and journal articles, coedited two special issues in Pattern Recognition Letters and Evolutionary Computation, and served as co-chair of the Real-World Applications track at the main international evolutionary computing conference, GECCO (ACM SIGEVO Genetic and Evolutionary Computation Conference). Prof. Olague has received numerous distinctions, among them the Talbert Abrams Award presented by the American Society for Photogrammetry and Remote Sensing (ASPRS); Best Paper awards at major conferences such as GECCO, EvoIASP (European Workshop on Evolutionary Computation in Image Analysis, Signal Processing and Pattern Recognition) and EvoHOT (European Workshop on Evolutionary Hardware Optimization); and twice the Bronze Medal at the Humies (GECCO award for Human-Competitive results produced by genetic and evolutionary computation). His main research interests are in evolutionary computing and computer vision. Manmath N. Sahoo is an Assistant Professor at the Department of Computer Science and Engineering, National Institute of Technology Rourkela, India. His research interest areas are in fault tolerant systems, operating systems, distributed computing, and networking. He is a member of the IEEE, Computer Society of India and the Institutions of Engineers, India. He has published several papers in national and international journals. Sambit Bakshi is currently with Centre for Computer Vision and Pattern Recognition of National Institute of Technology Rourkela, India. He also serves as an Assistant Professor in the Department of Computer Science & Engineering of the institute. He earned his Ph.D. degree in Computer Science & Engineering in 2015. His areas of interest include surveillance and biometric authentication. He currently serves as associate editor of International Journal of Biometrics (2013 –), IEEE Access (2016 –), Innovations in Systems and Software Engineering: A NASA Journal (2016 –), Expert Systems (2017 –), and PLOS One (2017 –). He has served/is serving as guest editor for reputed journals like Multimedia Tools and Applications, IEEE Access, Innovations in Systems and Software Engineering: A NASA Journal, Computers and Electrical Engineering, IET Biometrics, and ACM/Springer MONET. He is serving as the vice-chair for IEEE Computational Intelligence Society Technical Committee for Intelligent Systems Applications for the year 2019. He received the prestigious Innovative Student Projects Award 2011 from Indian National Academy of Engineering (INAE) for his master’s thesis. He has more than 50 publications in reputed journals, reports, and conferences.