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Title Decision forests for computer vision and medical image analysis / A. Criminisi, J. Shotton, editors.

Imprint London ; New York : Springer, ©2013.


Location Call No. OPAC Message Status
 Axe Books 24x7 IT E-Book  Electronic Book    ---  Available
Description 1 online resource (366 pages).
text txt rdacontent
computer c rdamedia
online resource cr rdacarrier
text file PDF rda
Series Advances in Computer Vision and Pattern Recognition
Advances in computer vision and pattern recognition.
Summary This practical and easy-to-follow text explores the theoretical underpinnings of decision forests, organizing the vast existing literature on the field within a new, general-purpose forest model. Topics and features: with a foreword by Prof. Y. Amit and Prof. D. Geman, recounting their participation in the development of decision forests; introduces a flexible decision forest model, capable of addressing a large and diverse set of image and video analysis tasks; investigates both the theoretical foundations and the practical implementation of decision forests.
Contents The Decision Forest Model -- Introduction: The Abstract Forest Model / A. Criminisi, J. Shotton -- Classification Forests / A. Criminisi, J. Shotton -- Regression Forests / A. Criminisi, J. Shotton -- Density Forests / A. Criminisi, J. Shotton -- Manifold Forests / A. Criminisi, J. Shotton -- Semi-supervised Classification Forests / A. Criminisi, J. Shotton -- Applications in Computer Vision and Medical Image Analysis -- Keypoint Recognition Using Random Forests and Random Ferns / V. Lepetit, P. Fua -- Extremely Randomized Trees and Random Subwindows for Image Classification, Annotation, and Retrieval / R. Marée, L. Wehenkel, P. Geurts -- Class-Specific Hough Forests for Object Detection / J. Gall, V. Lempitsky -- Hough-Based Tracking of Deformable Objects / M. Godec, P.M. Roth, H. Bischof -- Efficient Human Pose Estimation from Single Depth Images / J. Shotton, R. Girshick, A. Fitzgibbon, T. Sharp, M. Cook, M. Finocchio, R. Moore -- Anatomy Detection and Localization in 3D Medical Images / A. Criminisi, D. Robertson, O. Pauly, B. Glocker, E. Konukoglu, J. Shotton, D. Mateus -- Semantic Texton Forests for Image Categorization and Segmentation / M. Johnson, J. Shotton, R. Cipolla -- Semi-supervised Video Segmentation Using Decision Forests / V. Badrinarayanan, I. Budvytis, R. Cipolla -- Classification Forests for Semantic Segmentation of Brain Lesions in Multi-channel MRI / E. Geremia, D. Zikic, O. Clatz, B.H. Menze, B. Glocker, E. Konukoglu, J. Shotton -- Manifold Forests for Multi-modality Classification of Alzheimer's Disease / K.R. Gray, P. Aljabar, R.A. Heckemann, A. Hammers, D. Rueckert -- Entanglement and Differentiable Information Gain Maximization / A. Montillo, J. Tu, J. Shotton, J. Winn, J.E. Iglesias, D.N. Metaxas, A. Criminisi -- Decision Tree Fields: An Efficient Non-parametric Random Field Model for Image Labeling / S. Nowozin, C. Rother, S. Bagon, T. Sharp, B. Yao, P. Kohli -- Efficient Implementation of Decision Forests / J. Shotton, D. Robertson, T. Sharp -- The Sherwood Software Library / D. Roberston, J. Shotton, T. Sharp -- Conclusions / A. Criminisi, J. Shotton.
Bibliography Includes bibliographical references and index.
Note Print version record.
Language English.
Subject Decision trees.
Computer vision.
Image processing -- Digital techniques.
Diagnostic imaging -- Digital techniques.
MATHEMATICS -- Graphic Methods.
Computer vision. (OCoLC)fst00872687
Decision trees. (OCoLC)fst00889089
Diagnostic imaging -- Digital techniques. (OCoLC)fst00892359
Image processing -- Digital techniques. (OCoLC)fst00967508
Decision Trees.
Artificial Intelligence.
Image Processing, Computer-Assisted.
Diagnosis, Computer-Assisted.
Computer Science.
Pattern Recognition.
Artificial Intelligence (incl. Robotics).
Genre/Form Electronic books.
Added Author Criminisi, Antonio, 1972-
Shotton, J. (Jamie)
Other Form: Print version: Decision Forests for Computer Vision and Medical Image Analysis. Dordrecht : Springer, ©2013 9781447149286
ISBN 9781447149293 (electronic bk.)
1447149297 (electronic bk.)
9781299336148 (MyiLibrary)
1299336140 (MyiLibrary)
Standard No. 10.1007/978-1-4471-4929-3 doi
AU@ 000050590754
DEBSZ 397455712
DKDLA 820120-katalog:000660869
NLGGC 357172167
NZ1 14832969
NZ1 15745349

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