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  • Open Daily: 10am - 10pm
    Alley-side Pickup: 10am - 7pm

    3038 Hennepin Ave Minneapolis, MN
    612-822-4611

Open Daily: 10am - 10pm | Alley-side Pickup: 10am - 7pm
3038 Hennepin Ave Minneapolis, MN
612-822-4611
Sparse Coding and Its Applications in Computer Vision

Sparse Coding and Its Applications in Computer Vision

Wang, Zhaowen
Yang, Jianchao
Zhang, Haichao

Hardcover

General ComputersProgramming

ISBN10: 9814725048
ISBN13: 9789814725040
Publisher: World Scientific Publishing Company
Published: Dec 14 2015
Pages: 240
Weight: 1.10
Height: 0.60 Width: 6.30 Depth: 9.20
Language: English
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.

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