Visual Pattern Discovery and Recognition
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Beschreibung
This book presents a systematic study of visual pattern discovery, from unsupervised to semi-supervised manner approaches, and from dealing with a single feature to multiple types of features. Furthermore, it discusses the potential applications of discovering visual patterns for visual data analytics, including visual search, object and scene recognition.
It is intended as a reference book for advanced undergraduates or postgraduate students who are interested in visual data analytics, enabling them to quickly access the research world and acquire a systematic methodology rather than a few isolated techniques to analyze visual data with large variations. It is also inspiring for researchers working in computer vision and pattern recognition fields. Basic knowledge of linear algebra, computer vision and pattern recognition would be helpful to readers.This book presents a systematic study of visual pattern discovery, from unsupervised to semi-supervised manner approaches, and from dealing with a single feature to multiple types of features. Furthermore, it discusses the potential applications of discovering visual patterns for visual data analytics, including visual search, object and scene recognition.
It is intended as a reference book for advanced undergraduates or postgraduate students who are interested in visual data analytics, enabling them to quickly access the research world and acquire a systematic methodology rather than a few isolated techniques to analyze visual data with large variations. It is also inspiring for researchers working in computer vision and pattern recognition fields. Basic knowledge of linear algebra, computer vision and pattern recognition would be helpful to readers.Enables readers to quickly access the world of visual pattern discovery and multi-feature fusion research Offers detailed methodology to handle visual data with large variations in spatial and feature domains Includes real applications in visual categorization and recognition Provides a reference book on visual data understanding and visual information integration Includes supplementary material: sn.pub/extras Includes supplementary material: sn.pub/extras
Autor*in
Hongxing Wang
Themen in »Visual Pattern Discovery and Recognition«
Visual Pattern Discovery Multi-feature Fusion Context-Aware Discovery Co-occurrence Pattern Hierarchical Sparse Coding Visual Labeling Visual Clustering Multi-feature Spectral Learning