Moments and Moment Invariants in Pattern Recognition


Book Description

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


Book Description

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.




A Moment


Book Description

Ryan Cosgrove and Liliana Delgado are on a collision course with destiny. They don't know it yet, but before the night is over their lives will be forever changed.




Moments of Magic


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The Principle of Moments


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Moments of Being


Book Description

Published years after her death, Moments of Being is Virginia Woolf's only autobiographical writing, considered by many to be her most important book. A collection of five memoir pieces written for different audiences spanning almost four decades, Moments of Being reveals the remarkable unity of Virginia Woolf's art, thought, and sensibility. "Reminiscences," written during her apprenticeship period, exposes the childhood shared by Woolf and her sister, Vanessa, while "A sketch of the Past" illuminates the relationship with her father, Leslie Stephens, who played a crucial role in her development as an individual a writer. Of the final three pieces, composed for the Memoir Club, which required absolute candor of its members, two show Woolf at the threshold of artistic maturity and one shows a confident writer poking fun at her own foibles.




Moments of Impact


Book Description

Two leading experts on designing strategic conversations unveil a simple, creative process that allows teams to tackle their most challenging issues. In our fast-changing world, leaders are increasingly confronted by messy, multifaceted challenges that require collaboration to resolve. But the standard methods for tackling these challenges—meetings packed with data-drenched presentations or brainstorming sessions that circle back to nowhere—just don’t deliver. Great strategic conversations generate breakthrough insights by combining the best ideas of people with different backgrounds and perspectives. In this book, two experts “crack the code” on what it takes to design creative, collaborative problem-solving sessions that soar rather than sink. Drawing on decades of experience as innovation strategists—and supported by cutting-edge social science research, dozens of real-life examples, and interviews with well over 100 thought leaders, executives, and fellow practitioners— they unveil a simple, creative process that leaders and their teams can use to unlock solutions to their most vexing issues. The book also includes a “Starter Kit” full of tools and tips for putting the book’s core principles into practice.




2D and 3D Image Analysis by Moments


Book Description

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.




A Treatise on Statics


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Silver Lining Moments


Book Description

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.