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Synthesis Lectures on Computer Vision

Editors

Gérard Medioni, University of Southern California

Sven Dickinson, University of Toronto

Synthesis Lectures on Computer Vision is edited by Gérard Medioni of the University of Southern California and Sven Dickinson of the University of Toronto. The series publishes 50–150 page publications on topics pertaining to computer vision and pattern recognition. The scope will largely follow the purview of premier computer science conferences, such as ICCV, CVPR, and ECCV. Potential topics include, but not are limited to:

• Applications and Case Studies for Computer Vision

• Color, Illumination, and Texture

• Computational Photography and Video

• Early and Biologically-inspired Vision

• Face and Gesture Analysis

• Illumination and Reflectance Modeling

• Image-Based Modeling

• Image and Video Retrieval

• Medical Image Analysis

• Motion and Tracking

• Object Detection, Recognition, and Categorization

• Segmentation and Grouping

• Sensors

• Shape-from-X

• Stereo and Structure from Motion

• Shape Representation and Matching

• Statistical Methods and Learning

• Performance Evaluation

• Video Analysis and Event Recognition

A Guide to Convolutional Neural Networks for Computer Vision

Salman Khan, Hossein Rahmani, Syed Afaq Ali Shah, and Mohammed Bennamoun

2018

Covariances in Computer Vision and Machine Learning

Hà Quang Minh and Vittorio Murino

2017

Elastic Shape Analysis of Three-Dimensional Objects

Ian H. Jermyn, Sebastian Kurtek, Hamid Laga, and Anuj Srivastava

2017

The Maximum Consensus Problem: Recent Algorithmic Advances

Tat-Jun Chin and David Suter

2017

Extreme Value Theory-Based Methods for Visual Recognition

Walter J. Scheirer

2017

Data Association for Multi-Object Visual Tracking

Margrit Betke and Zheng Wu

2016

Ellipse Fitting for Computer Vision: Implementation and Applications

Kenichi Kanatani, Yasuyuki Sugaya, and Yasushi Kanazawa

2016

Computational Methods for Integrating Vision and Language

Kobus Barnard

2016

Background Subtraction: Theory and Practice

Ahmed Elgammal

2014

Vision-Based Interaction

Matthew Turk and Gang Hua

2013

Camera Networks: The Acquisition and Analysis of Videos over Wide Areas

Amit K. Roy-Chowdhury and Bi Song

2012

Deformable Surface 3D Reconstruction from Monocular Images

Mathieu Salzmann and Pascal Fua

2010

Boosting-Based Face Detection and Adaptation

Cha Zhang and Zhengyou Zhang

2010

Image-Based Modeling of Plants and Trees

Sing Bing Kang and Long Quan

2009