Description: Representations and Techniques for 3D Object Recognition and Scene Interpretation by Derek Hoiem, Silvio Savarese Estimated delivery 3-12 business days Format Paperback Condition Brand New Description One of the grand challenges of artificial intelligence is to enable computers to interpret 3D scenes and objects from imagery. This book organizes and introduces major concepts in 3D scene and object representation and inference from still images, with a focus on recent efforts to fuse models of geometry and perspective with statistical machine learning. The book is organized into three sections: (1) Interpretation of Physical Space; (2) Recognition of 3D Objects; and (3) Integrated 3D Scene Interpretation. The first discusses representations of spatial layout and techniques to interpret physical scenes from images. The second section introduces representations for 3D object categories that account for the intrinsically 3D nature of objects and provide robustness to change in viewpoints. The third section discusses strategies to unite inference of scene geometry and object pose and identity into a coherent scene interpretation. Each section broadly surveys important ideas from cognitive science and artificial intelligence research, organizes and discusses key concepts and techniques from recent work in computer vision, and describes a few sample approaches in detail. Newcomers to computer vision will benefit from introductions to basic concepts, such as single-view geometry and image classification, while experts and novices alike may find inspiration from the books organization and discussion of the most recent ideas in 3D scene understanding and 3D object recognition. Specific topics include: mathematics of perspective geometry; visual elements of the physical scene, structural 3D scene representations; techniques and features for image and region categorization; historical perspective, computational models, and datasets and machine learning techniques for 3D object recognition; inferences of geometrical attributes of objects, such as size and pose; and probabilistic and feature-passing approaches for contextual reasoning about 3D objects and scenes. Table of Contents: Background on 3D Scene Models / Single-view Geometry / Modeling the Physical Scene / Categorizing Images and Regions / Examples of 3D Scene Interpretation / Background on 3D Recognition / Modeling 3D Objects / Recognizing and Understanding 3D Objects / Examples of 2D 1/2 Layout Models / Reasoning about Objects and Scenes / Cascades of Classifiers / Conclusion and Future Directions Author Biography Derek Hoiem is an Assistant Professor at the University of Illinois at Urbana-Champaign (UIUC). Before joining the UIUC faculty in 2009, Derek completed his Ph.D. in Robotics at Carnegie Mellon University in 2007 and was a postdoctoral fellow at the Beckman Institute from 2007-2008. Dereks work on scene understanding and object recognition was recognized with a 2006 CVPR Best Paper award, a 2008 ACM Doctoral Dissertation Award honorable mention, and a 2011 NSF CAREER award. Details ISBN 3031004299 ISBN-13 9783031004292 Title Representations and Techniques for 3D Object Recognition and Scene Interpretation Author Derek Hoiem, Silvio Savarese Format Paperback Year 2011 Pages 147 Publisher Springer International Publishing AG GE_Item_ID:158871370; About Us Grand Eagle Retail is the ideal place for all your shopping needs! With fast shipping, low prices, friendly service and over 1,000,000 in stock items - you're bound to find what you want, at a price you'll love! Shipping & Delivery Times Shipping is FREE to any address in USA. Please view eBay estimated delivery times at the top of the listing. Deliveries are made by either USPS or Courier. We are unable to deliver faster than stated. International deliveries will take 1-6 weeks. NOTE: We are unable to offer combined shipping for multiple items purchased. This is because our items are shipped from different locations. Returns If you wish to return an item, please consult our Returns Policy as below: Please contact Customer Services and request "Return Authorisation" before you send your item back to us. Unauthorised returns will not be accepted. Returns must be postmarked within 4 business days of authorisation and must be in resellable condition. Returns are shipped at the customer's risk. We cannot take responsibility for items which are lost or damaged in transit. For purchases where a shipping charge was paid, there will be no refund of the original shipping charge. Additional Questions If you have any questions please feel free to Contact Us. Categories Baby Books Electronics Fashion Games Health & Beauty Home, Garden & Pets Movies Music Sports & Outdoors Toys
Price: 48.74 USD
Location: Fairfield, Ohio
End Time: 2024-11-21T03:33:34.000Z
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Restocking Fee: No
Return shipping will be paid by: Buyer
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Refund will be given as: Money Back
ISBN-13: 9783031004292
Book Title: Representations and Techniques for 3D Object Recognition and Scen
Number of Pages: Xxi, 147 Pages
Publication Name: Representations and Techniques for 3d Object Recognition and Scene Interpretation
Language: English
Publisher: Springer International Publishing A&G
Publication Year: 2011
Subject: Intelligence (Ai) & Semantics, Probability & Statistics / General, Applied
Type: Textbook
Item Weight: 11.9 Oz
Item Length: 9.3 in
Subject Area: Mathematics, Computers
Author: Derek Santhanam, Silvio Basu, Silvio Savarese, Derek Hoiem
Series: Synthesis Lectures on Artificial Intelligence and Machine Learning Ser.
Item Width: 7.5 in
Format: Trade Paperback
