Moments and Moment Invariants in Pattern Recognition

Moments and Moment Invariants in Pattern Recognition

Author: Jan Flusser

Publisher: John Wiley & Sons

Published: 2009-11-04

Total Pages: 312

ISBN-13: 9780470684764

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Moments as projections of an image’s intensity onto a proper polynomial basis can be applied to many different aspects of image processing. These include invariant pattern recognition, image normalization, image registration, focus/ defocus measurement, and watermarking. This book presents a survey of both recent and traditional image analysis and pattern recognition methods, based on image moments, and offers new concepts of invariants to linear filtering and implicit invariants. In addition to the theory, attention is paid to efficient algorithms for moment computation in a discrete domain, and to computational aspects of orthogonal moments. The authors also illustrate the theory through practical examples, demonstrating moment invariants in real applications across computer vision, remote sensing and medical imaging. Key features: Presents a systematic review of the basic definitions and properties of moments covering geometric moments and complex moments. Considers invariants to traditional transforms – translation, rotation, scaling, and affine transform - from a new point of view, which offers new possibilities of designing optimal sets of invariants. Reviews and extends a recent field of invariants with respect to convolution/blurring. Introduces implicit moment invariants as a tool for recognizing elastically deformed objects. Compares various classes of orthogonal moments (Legendre, Zernike, Fourier-Mellin, Chebyshev, among others) and demonstrates their application to image reconstruction from moments. Offers comprehensive advice on the construction of various invariants illustrated with practical examples. Includes an accompanying website providing efficient numerical algorithms for moment computation and for constructing invariants of various kinds, with about 250 slides suitable for a graduate university course. Moments and Moment Invariants in Pattern Recognition is ideal for researchers and engineers involved in pattern recognition in medical imaging, remote sensing, robotics and computer vision. Post graduate students in image processing and pattern recognition will also find the book of interest.


The Power of Moments

The Power of Moments

Author: Chip Heath

Publisher: Simon and Schuster

Published: 2017-10-03

Total Pages: 320

ISBN-13: 1501147765

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The New York Times bestselling authors of Switch and Made to Stick explore why certain brief experiences can jolt us and elevate us and change us—and how we can learn to create such extraordinary moments in our life and work. While human lives are endlessly variable, our most memorable positive moments are dominated by four elements: elevation, insight, pride, and connection. If we embrace these elements, we can conjure more moments that matter. What if a teacher could design a lesson that he knew his students would remember twenty years later? What if a manager knew how to create an experience that would delight customers? What if you had a better sense of how to create memories that matter for your children? This book delves into some fascinating mysteries of experience: Why we tend to remember the best or worst moment of an experience, as well as the last moment, and forget the rest. Why “we feel most comfortable when things are certain, but we feel most alive when they’re not.” And why our most cherished memories are clustered into a brief period during our youth. Readers discover how brief experiences can change lives, such as the experiment in which two strangers meet in a room, and forty-five minutes later, they leave as best friends. (What happens in that time?) Or the tale of the world’s youngest female billionaire, who credits her resilience to something her father asked the family at the dinner table. (What was that simple question?) Many of the defining moments in our lives are the result of accident or luck—but why would we leave our most meaningful, memorable moments to chance when we can create them? The Power of Moments shows us how to be the author of richer experiences.


2D and 3D Image Analysis by Moments

2D and 3D Image Analysis by Moments

Author: Jan Flusser

Publisher: John Wiley & Sons

Published: 2016-12-19

Total Pages: 555

ISBN-13: 1119039355

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Presents recent significant and rapid development in the field of 2D and 3D image analysis 2D and 3D Image Analysis by Moments, is a unique compendium of moment-based image analysis which includes traditional methods and also reflects the latest development of the field. The book presents a survey of 2D and 3D moment invariants with respect to similarity and affine spatial transformations and to image blurring and smoothing by various filters. The book comprehensively describes the mathematical background and theorems about the invariants but a large part is also devoted to practical usage of moments. Applications from various fields of computer vision, remote sensing, medical imaging, image retrieval, watermarking, and forensic analysis are demonstrated. Attention is also paid to efficient algorithms of moment computation. Key features: Presents a systematic overview of moment-based features used in 2D and 3D image analysis. Demonstrates invariant properties of moments with respect to various spatial and intensity transformations. Reviews and compares several orthogonal polynomials and respective moments. Describes efficient numerical algorithms for moment computation. It is a "classroom ready" textbook with a self-contained introduction to classifier design. The accompanying website contains around 300 lecture slides, Matlab codes, complete lists of the invariants, test images, and other supplementary material. 2D and 3D Image Analysis by Moments, is ideal for mathematicians, computer scientists, engineers, software developers, and Ph.D students involved in image analysis and recognition. Due to the addition of two introductory chapters on classifier design, the book may also serve as a self-contained textbook for graduate university courses on object recognition.


Defining Moments

Defining Moments

Author: P. Shaw

Publisher: Springer

Published: 2010-10-06

Total Pages: 182

ISBN-13: 0230303072

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Our lives are full of defining moments, but do we recognize them? We often fail to appreciate the significance of these moments. At work the pressure can be relentless and we can fail to enjoy these moments. The author shows how to recognize and appreciate these moments, which in turn helps us to better cope during more difficult times.


Moments

Moments

Author: Harshita Singh

Publisher: sarvad publication

Published: 2022-08-11

Total Pages: 61

ISBN-13:

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शायरियों का दर्द हर कोई समझा, काश कोई शायर को भी समझता तो बात होती !! —-- उसके एक मैसेज का मुझपे कुछ यूँ असर होता है रेगिस्तान सा तपता दिल मेरा पल में कश्मीर होता है । —-- वक़्त का तक़ाज़ा इतना भी बुरा नही था उन्हें रास आ रही थी बे-वफ़ायी की ठंडक , हम कब तक वफ़ा की आग जलाए रखते !! —-- किसी ने कहा; 'बेवजह, बेख़ौफ़ सी होती है मोहब्बत ..... फिर एक ख़्वाब सा टूटा; तो पता चला, बेवफ़ा, बेहया भी होती है मोहब्बत.... —-- सुना है मरने के बाद साथ कुछ नहीं जाता ; अब आवाज़ मत दो हमसे सुना भी नहीं जाता- ये इश्क़ ना जाने कैसी बीमारी है ; कुछ कहा भी नहीं जाता और रहा भी नहीं जाता- —-- तमाम कसीदें पढ़ती रही;उनकी तस्वीरों के सहारे ... फिर एक दिन यूँ हुआ ; के वो आकर गले मिल गए… —— जब तुम होठों पर मुस्कान और बालों को संवारते हुए मुझसे मिलते हो, शास्त्रों में उसे ही वध करना कहा गया है … —-- तुम ना बिल्कुल जलेबी सी हो, उलझी हुई, पर मीठी सी हो ........ —— वक्त हमारे साथ, हसी करने लगे; लब्ज़ कागज़ पर उतर कर, दिल्लगी करने लगे..... जो कामयाब हैं, उन्हें मंजिल मिली जिनका दिल टुट गया इश्क़ मे वो आशिक़ शायरी करने लगे.....


50 Great Moments

50 Great Moments

Author: Kyle Ratinac

Publisher: Sydney University Press

Published: 2008

Total Pages: 409

ISBN-13: 192089876X

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This captivating book presents 50 great moments from the past five decades of the Electron Microscope Unit¿s activities. Blending history and science in an engaging style, 50 Great Moments tells the story of the unit¿s creation and profiles the key figures that have forged the facility into the success that it is today. The book looks at the instruments, events and achievements that have defined the unit¿s character and contributed so much to Australian microscopy and microanalysis. Finally, this volume explores some of the important research done by the scientists and engineers who have used the unit¿s advanced microscopes.


Silver Lining Moments

Silver Lining Moments

Author: Kerry Raleigh

Publisher: Balboa Press

Published: 2021-05-06

Total Pages: 121

ISBN-13: 1982260335

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This journal is your Silver Lining Moments practice, a place for you to acknowledge the clouds and see the sun. Through personal story-telling, blank pages, and gratitude and resilience worksheets, Silver Lining Moments: A Guided Journal of Gratitude & Resilience promotes personal healing and growth, fosters gratitude, and strengthens resilience. In this Journal, Kerry shares 12, short, personal “Silver Lining Moments” from her life. Each story has a heading showcasing the Silver Lining Moments theme, i.e. “A Moment of Falling into Despair is Lined by Angels.” Each story is followed by ten blank, lined pages, with the prompt “A moment of _______ is lined by __________” at the top. These pages are for you, the journaler, to discover and explore your own silver lining moments. After these pages, are gratitude and resilience worksheets. By sharing stories of her Silver Lining Moments practice and by giving writing space, Silver Lining Moments Journal empowers Journalers to start their own Silver Lining Moments practice. It is a practice that can help heal from any loss, trauma, or uncertainty, that celebrates their resilience, and fills them with gratitude. Having a Silver Lining Moments practice in the easy times can pull you through the hard times. Seeing the sun even on the cloudiest of days is a reset in gratitude and resilience. This journal is your Silver Lining Moments practice, a place for you to acknowledge the clouds and see the sun.


Iterated Function Systems, Moments, and Transformations of Infinite Matrices

Iterated Function Systems, Moments, and Transformations of Infinite Matrices

Author: Palle E. T. Jørgensen

Publisher: American Mathematical Soc.

Published: 2011

Total Pages: 122

ISBN-13: 0821852485

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The authors study the moments of equilibrium measures for iterated function systems (IFSs) and draw connections to operator theory. Their main object of study is the infinite matrix which encodes all the moment data of a Borel measure on $\mathbb{R}^d$ or $\mathbb{C}$. To encode the salient features of a given IFS into precise moment data, they establish an interdependence between IFS equilibrium measures, the encoding of the sequence of moments of these measures into operators, and a new correspondence between the IFS moments and this family of operators in Hilbert space. For a given IFS, the authors' aim is to establish a functorial correspondence in such a way that the geometric transformations of the IFS turn into transformations of moment matrices, or rather transformations of the operators that are associated with them.


Great Moments

Great Moments

Author: Prakasha Shanbog

Publisher: Pustaka Digital Media

Published: 2022-06-12

Total Pages: 162

ISBN-13:

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We have seen people often making the statement, ‘That one moment made the difference in my life.’ There are moments in one’s life which have made a big positive impact on the individual and on the people associated with that person. There are other moments which add to the positive impact of earlier moments. There are moments which did not make any impact on the individual and just passed off unnoticed. Maybe we can call these as neutral moments. People also experience moments which created some negative impact. The great moment was the one when you took ‘that’ decision which turned out to be the best decision. It changed your life and made enormous changes for the people associated with you either in your professional or personal life. this book is about such moments. Why does a moment become great? Who makes the moment great? Is it the individual experiencing it? Is the surrounding ambience responsible for the great moment or is it the people with whom the individual is associated? These are the questions to be debated. This book does not really teach you any technique or skill to make your moments great. The book is a collection of essays on divergent topics. The essays as you read through will trigger a debate in you through which you will develop some unique insights of your own. Insights are purely individual's experience and derivatives. These insights will be responsible to lead you to the arena of great moments.