模式识别Pattern recognition

出版时间：2001-12  出版社：1 (2001年10月1日)  作者：Bernd Radig  页数：452  

内容概要

This edition includes discussion of Bayesian classification, Bayesian networks, linear and nonlinear classifier design (including neural networks and support vector machines), dynamic programming and hidden Markov models for sequential data, feature generation (including wavelets, principal component analysis, independent component analysis and fractals), feature selection techniques, basic concepts from learning theory, and clustering concepts and algorithms. This book considers classical and current theory and practice, of both supervised and unsupervised pattern recognition, to build a complete background for professionals and students of engineering.

书籍目录

Image Analysis I  Model-Based Image Segmentation Using Local Self-Adapting Separation  SIMBA-Search IMages by Appearance  Texture Defect Detection Using Invariant Textural FeaturesPoster  Segmentation of Spontaneously Splitting Figures into Overlapping Layers  Writer Adaptation for On-Line Handwriting Recognition  Blood Vessel Detection in Retinal Images by Shape-Based Multi-threshold  Probing  Vehicle Detection in Aerial Images Using Generic Features, Grouping, and Context  Reconstruction of Image Structure in Presence of Specular Reflections3D-Gathering & Visualisation  Spatio-temporal Analysis of Human Faces Using Multi-resolution  Subdivision Surfaces  3D Anisotropic Diffusion Filtering for Enhancing Noisy Actin Filament  Fluorescence ImagesPoster  Optimal Camera Orientation from Points and Straight Lines  Points, Lines and Planes and Their Optimal Estimation  A Probabilistic Approach to Simultaneous Segmentation, Object Recognition, 3D Localization and Tracking Using Stereo  Improving the Robustness in Extracting 3D Point Landmarks Based on Deformable Models  Efficient 3D Vertex Detection in Range Images Acquired with a Laser Image Processing  Scale Adaptive Filtering Derived from the Laplace Equation  One-Sided Stability of Medial Axis TransformPoster  Robust Line Detection in Historical Church Registers  Similarity Measures for Occlusion, Clutter, and Illumination Invariant Object Recognition  Affine Point Pattern MatchingImage Sequence Analysis  Surface Expansion from Range Data Sequences  Illumination-Invariant Change Detection Using a Statistical Colinearity Criterion  ……PosterClassifcationPosterActive VisionPosterImage Analysis II3D-ReconstructionPosterInteaction Viriual witfh Real WorldsPosterInvited Talk