Computer Vision Models, Learning, and Inference
- Textbook
Description
This modern treatment of computer vision focuses on learning and inference in probabilistic models as a unifying theme. It shows how to use training data to learn the relationships between the observed image data and the aspects of the world that we wish to estimate, such as the 3D structure or the object class, and how to exploit these relationships to make new inferences about the world from new image data. With minimal prerequisites, the book starts from the basics…
- Add bookmark
- Cite
- Share
Key features
- Self contained book that includes all of the background mathematics
- Presents a detailed treatment of modern computer vision topics including graph cuts, machine learning and geometry
- Contains descriptions of 80 algorithms in sufficient detail to implement
About the book
- DOI https://doi.org/10.1017/CBO9780511996504
- Subjects Computer Science,Engineering,Image Processing and Machine Vision,Robotics, Vision, and Graphics
- Format: Hardback
- Publication date: 18 June 2012
- ISBN: 9781107011793
- Dimensions (mm): 253 x 177 mm
- Weight: 1.4kg
- Contains: 357 colour illus. 5 tables 201 exercises
- Page extent: 598 pages
- Availability: Available
- Format: Digital
- Publication date: 05 August 2012
- ISBN: 9780511996504
Access options
Review the options below to login to check your access.
Personal login
Log in with your Cambridge Higher Education account to check access.
Purchase options
There are no purchase options available for this title.
If you believe you should have access to this content, please contact your institutional librarian or consult our FAQ page for further information about accessing our content.
Related content
AI generated results by Discovery for publishers [opens in a new window]
- BookComputational Bayesian Statistics
Online publication date: 18 February 2019
- BookBayesian Speech and Language Processing
Online publication date: 05 August 2015
- TextbookMicroeconometrics
Online publication date: 05 June 2012
Hardback publication date: 09 May 2005