Decision Forests for Computer Vision and Medical Image Analysis
Overview of attention for book
Table of Contents
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Altmetric BadgeBook Overview
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Altmetric BadgeChapter 1 Overview and Scope
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Altmetric BadgeChapter 2 Notation and Terminology
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Altmetric BadgeChapter 3 Introduction: The Abstract Forest Model
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Altmetric BadgeChapter 4 Classification Forests
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Altmetric BadgeChapter 5 Regression Forests
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Altmetric BadgeChapter 6 Density Forests
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Altmetric BadgeChapter 7 Manifold Forests
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Altmetric BadgeChapter 8 Semi-supervised Classification Forests
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Altmetric BadgeChapter 9 Keypoint Recognition Using Random Forests and Random Ferns
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Altmetric BadgeChapter 10 Extremely Randomized Trees and Random Subwindows for Image Classification, Annotation, and Retrieval
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Altmetric BadgeChapter 11 Class-Specific Hough Forests for Object Detection
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Altmetric BadgeChapter 12 Hough-Based Tracking of Deformable Objects
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Altmetric BadgeChapter 13 Efficient Human Pose Estimation from Single Depth Images
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Altmetric BadgeChapter 14 Anatomy Detection and Localization in 3D Medical Images
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Altmetric BadgeChapter 15 Semantic Texton Forests for Image Categorization and Segmentation
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Altmetric BadgeChapter 16 Semi-supervised Video Segmentation Using Decision Forests
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Altmetric BadgeChapter 17 Classification Forests for Semantic Segmentation of Brain Lesions in Multi-channel MRI
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Altmetric BadgeChapter 18 Manifold Forests for Multi-modality Classification of Alzheimer’s Disease
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Altmetric BadgeChapter 19 Entanglement and Differentiable Information Gain Maximization
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Altmetric BadgeChapter 20 Decision Tree Fields: An Efficient Non-parametric Random Field Model for Image Labeling
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Altmetric BadgeChapter 21 Efficient Implementation of Decision Forests
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Altmetric BadgeChapter 22 The Sherwood Software Library
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Altmetric BadgeChapter 23 Conclusions