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Computational Imaging For Scene Understanding


Computational Imaging For Scene Understanding
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Computational Imaging For Scene Understanding


Computational Imaging For Scene Understanding
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Author : Takuya Funatomi
language : en
Publisher: John Wiley & Sons
Release Date : 2024-04-15

Computational Imaging For Scene Understanding written by Takuya Funatomi and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-04-15 with Computers categories.


Most cameras are inherently designed to mimic what is seen by the human eye: they have three channels of RGB and can achieve up to around 30 frames per second (FPS). However, some cameras are designed to capture other modalities: some may have the ability to capture spectra from near UV to near IR rather than RGB, polarimetry, different times of light travel, etc. Such modalities are as yet unknown, but they can also collect robust data of the scene they are capturing. This book will focus on the emerging computer vision techniques known as computational imaging. These include capturing, processing and analyzing such modalities for various applications of scene understanding.



Machine Learning In Computer Vision


Machine Learning In Computer Vision
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Author : Nicu Sebe
language : en
Publisher: Springer Science & Business Media
Release Date : 2005-10-04

Machine Learning In Computer Vision written by Nicu Sebe and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005-10-04 with Computers categories.


The goal of this book is to address the use of several important machine learning techniques into computer vision applications. An innovative combination of computer vision and machine learning techniques has the promise of advancing the field of computer vision, which contributes to better understanding of complex real-world applications. The effective usage of machine learning technology in real-world computer vision problems requires understanding the domain of application, abstraction of a learning problem from a given computer vision task, and the selection of appropriate representations for the learnable (input) and learned (internal) entities of the system. In this book, we address all these important aspects from a new perspective: that the key element in the current computer revolution is the use of machine learning to capture the variations in visual appearance, rather than having the designer of the model accomplish this. As a bonus, models learned from large datasets are likely to be more robust and more realistic than the brittle all-design models.



Computational Imaging


Computational Imaging
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Author : Ayush Bhandari
language : en
Publisher: MIT Press
Release Date : 2022-10-25

Computational Imaging written by Ayush Bhandari and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-10-25 with Technology & Engineering categories.


A comprehensive and up-to-date textbook and reference for computational imaging, which combines vision, graphics, signal processing, and optics. Computational imaging involves the joint design of imaging hardware and computer algorithms to create novel imaging systems with unprecedented capabilities. In recent years such capabilities include cameras that operate at a trillion frames per second, microscopes that can see small viruses long thought to be optically irresolvable, and telescopes that capture images of black holes. This text offers a comprehensive and up-to-date introduction to this rapidly growing field, a convergence of vision, graphics, signal processing, and optics. It can be used as an instructional resource for computer imaging courses and as a reference for professionals. It covers the fundamentals of the field, current research and applications, and light transport techniques. The text first presents an imaging toolkit, including optics, image sensors, and illumination, and a computational toolkit, introducing modeling, mathematical tools, model-based inversion, data-driven inversion techniques, and hybrid inversion techniques. It then examines different modalities of light, focusing on the plenoptic function, which describes degrees of freedom of a light ray. Finally, the text outlines light transport techniques, describing imaging systems that obtain micron-scale 3D shape or optimize for noise-free imaging, optical computing, and non-line-of-sight imaging. Throughout, it discusses the use of computational imaging methods in a range of application areas, including smart phone photography, autonomous driving, and medical imaging. End-of-chapter exercises help put the material in context.



Imaging Spectroscopy For Scene Analysis


Imaging Spectroscopy For Scene Analysis
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Author : Antonio Robles-Kelly
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-10-30

Imaging Spectroscopy For Scene Analysis written by Antonio Robles-Kelly and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-10-30 with Computers categories.


This book presents a detailed analysis of spectral imaging, describing how it can be used for the purposes of material identification, object recognition and scene understanding. The opportunities and challenges of combining spatial and spectral information are explored in depth, as are a wide range of applications. Features: discusses spectral image acquisition by hyperspectral cameras, and the process of spectral image formation; examines models of surface reflectance, the recovery of photometric invariants, and the estimation of the illuminant power spectrum from spectral imagery; describes spectrum representations for the interpolation of reflectance and radiance values, and the classification of spectra; reviews the use of imaging spectroscopy for material identification; explores the recovery of reflection geometry from image reflectance; investigates spectro-polarimetric imagery, and the recovery of object shape and material properties using polarimetric images captured froma single view.



Multimodal Scene Understanding


Multimodal Scene Understanding
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Author : Michael Ying Yang
language : en
Publisher: Academic Press
Release Date : 2019-07-16

Multimodal Scene Understanding written by Michael Ying Yang and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-07-16 with Technology & Engineering categories.


Multimodal Scene Understanding: Algorithms, Applications and Deep Learning presents recent advances in multi-modal computing, with a focus on computer vision and photogrammetry. It provides the latest algorithms and applications that involve combining multiple sources of information and describes the role and approaches of multi-sensory data and multi-modal deep learning. The book is ideal for researchers from the fields of computer vision, remote sensing, robotics, and photogrammetry, thus helping foster interdisciplinary interaction and collaboration between these realms. Researchers collecting and analyzing multi-sensory data collections – for example, KITTI benchmark (stereo+laser) - from different platforms, such as autonomous vehicles, surveillance cameras, UAVs, planes and satellites will find this book to be very useful. - Contains state-of-the-art developments on multi-modal computing - Shines a focus on algorithms and applications - Presents novel deep learning topics on multi-sensor fusion and multi-modal deep learning



Geometry Morphology And Computational Imaging


Geometry Morphology And Computational Imaging
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Author : Tetsuo Asano
language : en
Publisher: Springer
Release Date : 2003-08-02

Geometry Morphology And Computational Imaging written by Tetsuo Asano and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003-08-02 with Computers categories.


This book constitutes the thoroughly refereed post-proceedings of the 11th International Workshop on Theoretical Foundations of Computer Vision, held in Dagstuhl Castle, Germany in April 2002. The 27 revised full papers presented went through two rounds of reviewing and improvement and assess the state of the art in geometry, morphology, and computational imaging. The papers are organized in sections on geometry - models and algorithms; property measurement in the grid and on finite samples; features, shape, and morphology; and computer vision and scene analysis.



From Waves To Wonders


From Waves To Wonders
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Author : SREEKUMAR V T
language : en
Publisher: SREEKUMAR V T
Release Date : 2025-02-24

From Waves To Wonders written by SREEKUMAR V T and has been published by SREEKUMAR V T this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-24 with Antiques & Collectibles categories.


Unlock the mysteries of the digital universe with "From Waves to Wonders," a comprehensive exploration of Digital Signal Processing (DSP). This enlightening guide takes you on a captivating journey from the fundamentals of signals to the awe-inspiring applications that shape our modern technological landscape. Key Features: Demystifying Signals: Begin your journey by demystifying the language of waves. Understand the essence of signals and their transformation in the digital realm, setting the stage for a deep dive into the world of DSP. Mathematics Made Accessible: Grasp the core mathematical concepts behind DSP without intimidation. "From Waves to Wonders" simplifies the complex, making DSP mathematics accessible and empowering readers to engage with the foundational principles. Evolution of Technology: Trace the evolution of signal processing technologies, witnessing the shift from analogue to digital. Explore the profound impact of this transformation on communication, information processing, and technological innovation. Practical Insights: Immerse yourself in practical applications of DSP. From audio enhancement to medical imaging, each chapter provides hands-on insights, enabling readers to apply newfound knowledge to real-world scenarios. Interactive Learning: Reinforce your understanding with interactive learning experiences. Engage in examples, case studies, and exercises strategically placed throughout the book to solidify your grasp on DSP concepts. Whether you're a student embarking on your academic journey, an engineer seeking to deepen your expertise, or a curious mind eager to explore the wonders of technology, "From Waves to Wonders" is your indispensable guide. Written with clarity and precision, this book balances theoretical knowledge with practical application, making it an invaluable resource for both beginners and seasoned professionals. Unravel the secrets behind the transformation of signals, and witness the wonders that emerge when waves are harnessed through Digital Signal Processing. "From Waves to Wonders" is not just a book; it's an invitation to embark on a transformative journey into the heart of modern technology. Embrace the wonder of signals and join us on this captivating exploration. Your understanding of Digital Signal Processing is about to transcend from waves to wonders.



Design And Implementation Of Real Time Multi Sensor Vision Systems


Design And Implementation Of Real Time Multi Sensor Vision Systems
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Author : Vladan Popovic
language : en
Publisher: Springer
Release Date : 2017-07-03

Design And Implementation Of Real Time Multi Sensor Vision Systems written by Vladan Popovic and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-07-03 with Technology & Engineering categories.


This book discusses the design of multi-camera systems and their application to fields such as the virtual reality, gaming, film industry, medicine, automotive industry, drones, etc. The authors cover the basics of image formation, algorithms for stitching a panoramic image from multiple cameras, and multiple real-time hardware system architectures, in order to have panoramic videos. Several specific applications of multi-camera systems are presented, such as depth estimation, high dynamic range imaging, and medical imaging.



Computational Vision


Computational Vision
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Author : Harry Wechsler
language : en
Publisher: Elsevier
Release Date : 2014-06-28

Computational Vision written by Harry Wechsler and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-06-28 with Technology & Engineering categories.


The book is suitable for advanced courses in computer vision and image processing. In addition to providing an overall view of computational vision, it contains extensive material on topics that are not usually covered in computer vision texts (including parallel distributed processing and neural networks) and considers many real applications.



Emerging Trends In Visual Computing


Emerging Trends In Visual Computing
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Author : Frank Nielsen
language : en
Publisher: Springer
Release Date : 2009-03-21

Emerging Trends In Visual Computing written by Frank Nielsen and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-03-21 with Computers categories.


This book features contributions from the LIX Fall Colloquium on the Emerging Trends in Visual Computing, ETVC 2008. Coverage includes information geometry and applications, computer graphics and vision, and medical imaging and computational anatomy.