Sparse Modeling for Image and Vision Processing

时间:2021-11-05 02:49:28
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文件名称:Sparse Modeling for Image and Vision Processing

文件大小:20.92MB

文件格式:PDF

更新时间:2021-11-05 02:49:28

稀疏模型

In signal processing, sparse coding consists of representing data with linear combinations of a few dictionary elements. Subsequently, the corresponding tools have been widely adopted by several scientific communities such as neuroscience, bioinformatics, or computer vision. The goal of this monograph is to offer a self-contained view of sparse modeling for visual recognition and image processing. More specifically, we focus on applications where the dictionary is learned and adapted to data, yielding a compact representation that has been successful in various contexts.


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