出版時間:2004-2 出版社:清華大學(xué)出版社 作者:福賽恩 頁數(shù):693
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內(nèi)容概要
本書是由計(jì)算機(jī)視覺領(lǐng)域的兩位權(quán)威專家編寫的,全面介紹了現(xiàn)代計(jì)算機(jī)視覺的各種研究方法。本書不僅系統(tǒng)闡述了計(jì)算機(jī)視覺的原理與方法,而且還給出了很多有用的資料。如偽代碼、工作范例、練習(xí)以及編程作業(yè)等,以助于讀者創(chuàng)建自己的應(yīng)用程序。通過本書的學(xué)習(xí),讀者可以掌握來自作者第一手的計(jì)算機(jī)處理視覺技術(shù)以及大量的數(shù)學(xué)方法。
本書是計(jì)算機(jī)科學(xué)、計(jì)算機(jī)工程及電子工程高年級本科生和研究生“計(jì)算機(jī)視覺”的很好教材,也是從事計(jì)算機(jī)視覺研究人員的重要參考書。
本書是由計(jì)算機(jī)視覺領(lǐng)域的兩位權(quán)威專家編寫的,全面介紹了現(xiàn)代計(jì)算機(jī)視覺的各種研究方法。本書不僅系統(tǒng)闡述了計(jì)算機(jī)視覺的原理與方法,而且還給出了很多有用的資料。如偽代碼、工作范例、練習(xí)以及編程作業(yè)等,以助于讀者創(chuàng)建自己的應(yīng)用程序。通過本書的學(xué)習(xí),讀者可以掌握來自作者第一手的計(jì)算機(jī)處理視覺技術(shù)以及大量的數(shù)學(xué)方法。
本書是計(jì)算機(jī)科學(xué)、計(jì)算機(jī)工程及電子工程高年級本科生和研究生“計(jì)算機(jī)視覺”的很好教材,也是從事計(jì)算機(jī)視覺研究人員的重要參考書。
書籍目錄
Part I Image Formation and Image Models 1 CAMERAS 1.1 Pinhole Cameras 1.1.1 Perspective Projection 1.1.2 Affine Projection 1.2 Cameras with Lenses 1.2.1 Paraxial Geometric Optics 1.2.2 Thin Lenses 1.2.3 Real Lenses 1.3 The Human Eye 1.4 Sensing 1.4.1 CCD Cameras 1.4.2 Sensor Models 1.5 Notes Problems 2 GEOMETRIC CAMERA MODELS 2.1 Elements of analytical Euclidean Geometry 2.1.1 Coordinate Systems and Homogeneous Coordinates 2.1.2 Coordinate System Changes and Rigid Transformations 2.2 Camera Parameters and the Perspective Projection 2.2.1 Intrinsic Parameters 2.2.2 Extrinsic Parameters 2.2.3 A Characterization of Perspective Projection Matrices 2.3 Affine Cameras and Affine Projection Equations 2.3.1 Affine Cameras 2.3.2 Affine Projection Equations 2.3.3 A Characterization of Affine Projection Matrices 2.4 Notes Problems 3 GEOMETRIC CAMERA CALIBRATION 3.1 Least-Squares Parameter Estimation 3.1.1 Linear Least-Squares Methods 3.1.2 Nonlinear Least-Squares Methods 3.2 A Linear Approach to Camera Calibration 3.2.1 Estimation of the Projection Matrix 3.2.2 Estimation of the Intrinsic and Extrinsic Parameters 3.2.3 Degenerate Point Configurations 3.3 Taking Radial Distortion into Account 3.3.1 Estimation of the Projection Matrix 3.3.2 Estimation of the Intrinsic and Extrinsic Parameters 3.3.3 Degenerate Point Configurations 3.4 Analytical Photogrammetry 3.5 An Application:Mobile Robot Localization 3.6 Notes Problems 4 RADIOMETRY-MEASURING LIGHT 4.1 Light in Space 4.1.1 Foreshortening 4.1.2 Solid Angle 4.1.3 Radiance 4.2 Light at Surfaces 4.2.1 Simplifying Assumptions 4.2.2 The Bidirectional Reflectance Distribution Function 4.2.3 Example:The Radiometry of Thin Lenses 4.3 Important Special Cases 4.3.1 Radiosity 4.3.2 directional Hemispheric Reflectance 4.3.3 Lambertian Surfaces and Albedo 4.3.4 Specular Surfaces 4.3.5 The Lambertian+Specular Model 4.4 Notes Problems 5 SOURCES,SHADOWS,AND SHADING 6 COLORPart II Early Vision:Just One Image 7 LINEAR FILTERS 8 EDGE DETECTION 9 TEXTUREPart III Early Vision:Multiple Images 10 THE GEOMETRY OF MULTIPLE VIEWS 11 STEREOPSIS 12 AFFINE STRUCTURE FROM MOTION 13 PROJECTIVE STRUCTURE FROM MOTIONPart IV Mid-Level Vision 14 SEGMENTATION BY CLUSTERING 15 SEGMENTATION BY FITTING A MODEL 16 SEGMENTATION AN FITTING USING PROBABILISTIC METHODS 17 TRACKING WITH LINEAR DYNAMIC MODELSPart Ⅴ High-Level Vision:Geometric MethodsPart Ⅵ High-Level Vision:Probabilistic and Inferential MethodsPart Ⅶ Applications BIBLIOGRAPHY INDEX
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