Multiscale Transforms with Application to Image Processing de Aparna Vyas

Multiscale Transforms with Application to Image Processing: Signals and Communication Technology

Autor Aparna Vyas, Soohwan Yu, Joonki Paik

en Limba Engleză Paperback – 23 dec 2018

Reținem că procesarea imaginilor în domeniul transformărilor este o metodă esențială în matematica aplicată și industrie, deși adesea subreprezentată în programele universitare de licență. Cartea Multiscale Transforms with Application to Image Processing, scrisă de Aparna Vyas, Soohwan Yu și Joonki Paik, vine să rezolve această problemă tehnică, oferind un flux de lucru complet pentru manipularea datelor vizuale prin metode multiscală. Volumul este structurat progresiv în trei secțiuni fundamentale: o introducere în bazele imagisticii digitale, o analiză riguroasă a transformărilor (de la Fourier la Wavelet și noile construcții matematice) și, în final, implementarea acestora în scenarii reale. Dacă Image Processing de Maria M P Petrou v-a oferit cadrul teoretic și conceptele esențiale, această lucrare publicată de Springer oferă instrumentele practice și algoritmice necesare pentru a trece la nivelul de cercetare și dezvoltare. Subliniem importanța capitolelor 5 și 6, care detaliază restaurarea și îmbunătățirea imaginilor, procese vitale în telecomunicații și inginerie electronică. Comparativ cu Wavelet Transforms and Their Applications de Lokenath Debnath, care se concentrează pe fundamentele analizei wavelet, volumul de față extinde perspectiva către noile transformări multiscală și aplicațiile lor specifice în hardware și software, fiind un manual de referință pentru inginerii care proiectează sisteme complexe de procesare a semnalului.

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Specificații

ISBN-13: 9789811356131
ISBN-10: 9811356130
Pagini: 268
Ilustrații: XIV, 254 p. 29 illus., 18 illus. in color.
Dimensiuni: 155 x 235 x 14 mm
Greutate: 0.47 kg
Ediția:Softcover reprint of the original 1st edition 2018
Editura: Springer
Colecția Signals and Communication Technology
Seria Signals and Communication Technology

Locul publicării:Singapore, Singapore

De ce să citești această carte

Această carte este indispensabilă inginerilor și cercetătorilor care doresc să stăpânească tehnicile de transformare multiscală pentru restaurarea și îmbunătățirea imaginilor. Cititorul câștigă o înțelegere profundă a analizei Fourier și Wavelet, aplicată direct pe probleme de procesare a semnalului. Este un ghid practic care face trecerea de la teoria matematică la implementarea industrială, ideal pentru dezvoltatorii de sisteme hardware și software de profil.

Despre autor

Echipa de autori este formată din specialiști de renume în domeniul ingineriei și procesării semnalelor. Aparna Vyas, Soohwan Yu și Joonki Paik aduc o expertiză vastă în cercetarea academică și tehnologia aplicată, fiind afiliați unor instituții de prestigiu care colaborează strâns cu industria de telecomunicații. Joonki Paik este recunoscut pentru contribuțiile sale în domeniul procesării imaginilor și vederii artificiale, experiența sa fiind reflectată în rigoarea tehnică a volumului publicat în seria Signals and Communication Technology.

Descriere scurtă

This book provides an introduction to image processing, an overview of the transforms which are most widely used in the field of image processing, and an introduction to the application of multiscale transforms in image processing.
The book is divided into three parts, with the first part offering the reader a basic introduction to image processing. The second part of the book starts with a chapter on Fourier analysis and Fourier transforms, wavelet analysis, and ends with a chapter on new multiscale transforms. The final part of the book deals with all of the most important applications of multiscale transforms in image processing.
The chapters consist of both tutorial and highly advanced material, and as such the book is intended to be a reference text for graduate students and researchers to obtain state-of-the-art knowledge on specific applications. The technique of solving problems in the transform domain is common in applied mathematics and widely used in research and industry, but is a somewhat neglected subject within the undergraduate curriculum. It is hoped that faculty can use this book to create a course that can be offered early in the curriculum and fill this void. Also, the book is intended to be used as a reference manual for scientists who are engaged in image processing research, developers of image processing hardware and software systems, and practising engineers and scientists who use image processing as a tool in their applications.

Cuprins

I Introduction to Image Processing.- 1 Fundamentals of Digital Image Processing.- II Multiscale Transform.- 2 Fourier Analysis and Fourier Transform.- 3 Wavelets and Wavelet Transform.- 4 New Multiscale Constructions.- III Application of Multiscale transforms to Image Processing.- 5 Image Restoration.- 6 Image Enhancement.- Appendix A.- Appendix B.- Appendix C.- Appendix D.- Appendix E.- Index.

Notă biografică

Aparna Vyas was born in Allahabad, India in 1983. She received B.Sc. degree in Science and M.Sc. degree in Mathematics from the University of Allahabad, Allahabad, India in 2004 and 2006, respectively. She received a Ph.D. degree in Mathematics from the University of Allahabad, Allahabad, India in 2010. She was an Assistant Professor, Department of Mathematics, School of Basic Sciences, SHIATS, Deemed University, Allahabad, India, since 2006 to 2013. In 2014, She joined Manav Rachna University, Faridabad, India as an Assistant Professor. She was a Post-Doctoral Fellow at Soongsil University from August 2016 to September 2016. Currently, She is a post-doctoral Fellow in Chung-Ang University under BK21 Plus project. She has more than 10 years of teaching and research experience. She is also a life member of the Indian Mathematical Society and Ramanujan Mathematical Society. Her research interests includes Wavelet Analysis and Image Processing.

Soohwan Yu was born in Incheon, Korea, in 1988. He received the B.S. degree in information and communication engineering from Suwon University, Korea, in 2013. He received the M.S degree in image engineering from Chung-Ang University, Korea, in 2016, where he is currently pursuing the Ph.D. degree in image engineering. His research interests include image enhancement, super-resolution, and image restoration.

Joonki Paik was born in Seoul, Korea in 1960. He received a B.S. degree in control and instrumentation engineering from Seoul National University in 1984. He received an M.S. and a Ph.D. degrees in electrical engineering and computer science from Northwestern University in 1987 and 1990, respectively. From 1990 to 1993, he worked at Samsung Electronics, where he designed image stabilization chip sets for consumer camcorders. Since 1993, he has been a faculty member at Chung-Ang University, Seoul, South Korea. Currently, he is a professor in the Graduate School of Advanced Imaging Science, Multimedia and Film. From 1999 to 2002, he was a visiting professor in the Department of Electrical and Computer Engineering at the University of Tennessee, Knoxville. Dr. Paik was a recipient of the Chester-Sall Award from the IEEE Consumer Electronics Society, the Academic Award from the Institute of Electronic Engineers of Korea, and the Best Research Professor Award from Chung-Ang University. He has served the Consumer Electronics Society of IEEE as a member of the editorial board. Since 2005 he has been the head of the National Research Laboratory in the eld of image processing and intelligent systems. In 2008 he worked as a full time technical consultant for the System LSI Division at Samsung Electronics, where he developed various computational photographic techniques including an extended depth-of- eld (EDoF) system. From 2005 to 2007, he served as Dean of the Graduate School of Advanced Imaging Science, Multimedia, and Film. From 2005 to 2007, he wasDirector of the Seoul Future Contents Convergence (SFCC) Cluster established by the Seoul Research and Business Development (R&BD) Program. Dr. Paik is currently serving as a member of the Presidential Advisory Board for Scienti c/Technical Policy for the Korean government and as a technical consultant for the Korean Supreme Prosecutors Office for computational forensics.

Caracteristici

Provides an introduction to image processing and to the transforms most commonly used in the field Reviews the most recent applications of multiscale transforms to image processing Consists of both tutorial and advanced material and can be used as a text and key reference Includes supplementary material: sn.pub/extras