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Signal Processing for Computer Vision
Linköping University, Department of Electrical Engineering, Computer Vision. Linköping University, The Institute of Technology.
Linköping University, Department of Electrical Engineering, Computer Vision. Linköping University, The Institute of Technology.ORCID iD: 0000-0002-9091-4724
1995 (English)Collection (editor) (Other academic)
Abstract [en]

Signal Processing for Computer Vision is a unique and thorough treatment of the signal processing aspects of filters and operators for low-level computer vision.

Computer vision has progressed considerably over recent years. From methods only applicable to simple images, it has developed to deal with increasingly complex scenes, volumes and time sequences. A substantial part of this book deals with the problem of designing models that can be used for several purposes within computer vision. These partial models have some general properties of invariance generation and generality in model generation.

Signal Processing for Computer Vision is the first book to give a unified treatment of representation and filtering of higher order data, such as vectors and tensors in multidimensional space. Included is a systematic organisation for the implementation of complex models in a hierarchical modular structure and novel material on adaptive filtering using tensor data representation.

Signal Processing for Computer Vision is intended for final year undergraduate and graduate students as well as engineers and researchers in the field of computer vision and image processing.

Place, publisher, year, edition, pages
Dordrecht: Kluwer , 1995. , 437 p.
Keyword [en]
Computer vision, Biological vision, Vision structure, Adaptive filtering
Keyword [sv]
Seende datorer, Databehandling Bildbehandling
National Category
Engineering and Technology
Identifiers
URN: urn:nbn:se:liu:diva-54277ISBN: 0-7923-9530-1 (print)ISBN: 978-0-7923-9530-0 (print)OAI: oai:DiVA.org:liu-54277DiVA: diva2:302469
Available from: 2010-03-07 Created: 2010-03-07 Last updated: 2014-04-09Bibliographically approved

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Signal Processing for Computer Vision(60 kB)3324 downloads
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errata(33 kB)53 downloads
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Other links

Chapter 1. Introduction and OverviewChapter 2. Biological VisionChapter 3. Low Level OperationsChapter 4. Fourier TransformsChapter 5. Kernel OptimizatioinChapter 6. Orientation and VelocityChapter 7. Local Phase EstimationChapter 8. Local FrequencyChapter 9. Representation and AveragingChapter 10. Adaptive FilteringChapter 11. Vector and Tensor Field FilteringChapter 12. Classification and Response GenerationChapter 13. Texture Analysis

Authority records BETA

Granlund, GöstaKnutsson, Hans

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CiteExportLink to record
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