SPARSE CODING AND ITS APPLICATIONS IN COMPUTER VISION

稀疏编码及其在计算机视觉中的应用

计算机科学技术基础学科

原   价:
1066.00
售   价:
799.00
发货周期:预计3-5周发货
作      者
出  版 社
出版时间
2015年10月29日
装      帧
精装
ISBN
9789814725040
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页      码
240
语      种
英文
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图书简介
This book provides a broader introduction to the theories and applications of sparse coding techniques in computer vision research. It introduces sparse coding in the context of representation learning, illustrates the fundamental concepts, and summarizes the most active research directions. A variety of applications of sparse coding are discussed, ranging from low-level image processing tasks such as super-resolution and de-blurring to high-level semantic understanding tasks such as image recognition, clustering and fusion. The book is suitable to be used as an introductory overview to this field, with its theoretical part being both easy and precious enough for quick understanding. It is also of great value to experienced researchers as it offers new perspective to the underlying mechanism of sparse coding, and points out potential future directions for different applications. Key Features: ○ Explanation of sparse coding from both theoretical and practical point of views ○ A comprehensive review of the applications of sparse coding in both low-level and high-level vision problems ○ Investigating future research directions of sparse coding by making connection with the current state-of-the-art feature learning models, including deep neural networks
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