Stochastic Algorithms for Visual Tracking: Probabilistic Modelling and Stochastic Algorithms for Visual Localisation and Tracking (Distinguished Dissertations) - Image 1

£71.05

Springer Stochastic Algorithms for Visual Tracking: Probabilistic Modelling and Stochastic Algorithms for Visual Localisation and Tracking (Distinguished Dissertations)

Name: Stochastic Algorithms for Visual Tracking: Probabilistic Modelling and Stochastic Algorithms for Visual Localisation and Tracking (Distinguished Dissertations)
Brand: Springer
Price: 67.26 GBP
Availability: InStock

Comics & Graphic Novels

Price History & Forecast

Last 40 days • 40 data points (No recent data available)

Historical

Generating forecast...

Price Distribution

Price distribution over 40 days • 4 price levels

Days at Price

Current Price

Price Analysis

Most common price: £66 (24 days, 60.0%)

Price range: £66 - £74

Price levels: 4 different prices over 40 days

Description

A central problem in computer vision is to track objects as they move and deform in a video sequence. Stochastic algorithms -- in particular, particle filters and the Condensation algorithm -- have dramatically enhanced the state of the art for such visual tracking problems in recent years. This book presents a unified framework for visual tracking using particle filters, including the new technique of partitioned sampling which can alleviate the "curse of dimensionality" suffered by standard particle filters. The book also introduces the notion of contour likelihood: a collection of models for assessing object shape, colour and motion, which are derived from the statistical properties of image features. Because of their statistical nature, contour likelihoods are ideal for use in stochastic algorithms. A unifying theme of the book is the use of statistics and probability, which enable the final output of the algorithms presented to be interpreted as the computer's "belief" about the state of the world. The book will be of use and interest to students, researchers and practitioners in computer vision, and assumes only an elementary knowledge of probability theory.

Product Specifications

Brand: Springer
Format: paperback
ASIN: 1447111761
Category: Books > Subjects > Comics & Graphic Novels
Domain: Amazon UK
Release Date: 16 September 2011
Listed Since: 13 July 2012

Barcode

No barcode data available

Springer Stochastic Algorithms for Visual Tracking: Probabilistic Modelling and Stochastic Algorithms for Visual Localisation and Tracking (Distinguished Dissertations)

Price History & Forecast

Price Distribution

Price Analysis

Description

Product Specifications

Barcode

Similar Products You Might Like

Video Tracking: Theory and Practice

Particle Filters for Random Set Models

Springer Markov Random Field Modeling in Image Analysis Book

Visual Analysis of Behaviour: From Pixels to Semantics

Springer Natural Image Statistics - Probabilistic Approach Book

Visual Object Tracking using Deep Learning

Advanced Topics in Computer Vision (Advances in Computer Vision and Pattern Recognition)

Fundamentals of Stochastic Filtering: 60 (Stochastic Modelling and Applied Probability, 60)

Stochastic Modeling for Medical Image Analysis

Visual Object Tracking from Correlation Filter to Deep Learning

Autonomous Intelligent Vehicles: Theory, Algorithms, and Implementation (Advances in Computer Vision and Pattern Recognition)

Information Theory in Computer Vision and Pattern Recognition

Computer Vision: Models, Learning, and Inference

Sequential Monte Carlo Methods in Practice - Springer Book

Computer Vision and Image Processing (UNICOM Applied Information Technology Reports)

Nonlinear Model-Based Image/Video Processing and Analysis

Guide to Three Dimensional Structure and Motion Factorization (Advances in Computer Vision and Pattern Recognition)

Visual Tracking in Conventional Minimally Invasive Surgery

Image Textures and Gibbs Random Fields: v. 16 (Computational Imaging and Vision)

Object Detection and Recognition in Digital Images: Theory and Practice

Bayesian Estimation and Tracking: A Practical Guide

Springer Analyzing Video Sequences of Multiple Humans Book

Computer and Machine Vision: Theory, Algorithms, Practicalities

Computer Vision in Control Systems-4: Real Life Applications: 136 (Intelligent Systems Reference Library, 136)