Author | : Giovanni Maria Farinella |
File Size | : 55,7 Mb |
Publisher | : Springer Science & Business Media |
Language | : English |
Release Date | : 24 September 2013 |
ISBN | : 9781447155201 |
Pages | : 433 pages |
Advanced Topics in Computer Vision by Giovanni Maria Farinella Book PDF Summary
This book presents a broad selection of cutting-edge research, covering both theoretical and practical aspects of reconstruction, registration, and recognition. The text provides an overview of challenging areas and descriptions of novel algorithms. Features: investigates visual features, trajectory features, and stereo matching; reviews the main challenges of semi-supervised object recognition, and a novel method for human action categorization; presents a framework for the visual localization of MAVs, and for the use of moment constraints in convex shape optimization; examines solutions to the co-recognition problem, and distance-based classifiers for large-scale image classification; describes how the four-color theorem can be used for solving MRF problems; introduces a Bayesian generative model for understanding indoor environments, and a boosting approach for generalizing the k-NN rule; discusses the issue of scene-specific object detection, and an approach for making temporal super resolution video.