Group and Crowd Behavior for Computer Vision

Name: Group and Crowd Behavior for Computer Vision
Author: Vittorio Murino

Auteur: Vittorio Murino

Taal: Engels

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Auteur: Vittorio Murino Marco Cristani

Co-auteur: Shishir Shah Vittorio Murino Marco Cristani Silvio Savarese

Engels
Hardcover
9780128092767
10 april 2017
438 pagina's

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Samenvatting

Group and Crowd Behavior for Computer Vision provides a multidisciplinary perspective on how to solve the problem of group and crowd analysis and modeling, combining insights from the social sciences with technological ideas in computer vision and pattern recognition.

The book answers many unresolved issues in group and crowd behavior, with Part One providing an introduction to the problems of analyzing groups and crowds that stresses that they should not be considered as completely diverse entities, but as an aggregation of people.

Part Two focuses on features and representations with the aim of recognizing the presence of groups and crowds in image and video data. It discusses low level processing methods to individuate when and where a group or crowd is placed in the scene, spanning from the use of people detectors toward more ad-hoc strategies to individuate group and crowd formations.

Part Three discusses methods for analyzing the behavior of groups and the crowd once they have been detected, showing how to extract semantic information, predicting/tracking the movement of a group, the formation or disaggregation of a group/crowd and the identification of different kinds of groups/crowds depending on their behavior.

The final section focuses on identifying and promoting datasets for group/crowd analysis and modeling, presenting and discussing metrics for evaluating the pros and cons of the various models and methods. This book gives computer vision researcher techniques for segmentation and grouping, tracking and reasoning for solving group and crowd modeling and analysis, as well as more general problems in computer vision and machine learning.

Presents the first book to cover the topic of modeling and analysis of groups in computer vision
Discusses the topics of group and crowd modeling from a cross-disciplinary perspective, using social science anthropological theories translated into computer vision algorithms
Focuses on group and crowd analysis metrics
Discusses real industrial systems dealing with the problem of analyzing groups and crowds

Productspecificaties

Inhoud

Taal: en
Bindwijze: Hardcover
Oorspronkelijke releasedatum: 10 april 2017
Aantal pagina's: 438
Illustraties: Nee

Betrokkenen

Hoofdauteur: Vittorio Murino
Tweede Auteur: Marco Cristani
Co Auteur: Silvio Savarese
Hoofduitgeverij: Academic Press Inc

Overige kenmerken

Extra groot lettertype: Nee
Product breedte: 191 mm
Product lengte: 235 mm
Studieboek: Nee
Verpakking breedte: 184 mm
Verpakking hoogte: 260 mm
Verpakking lengte: 235 mm
Verpakkingsgewicht: 1040 g

EAN

EAN: 9780128092767

Je vindt dit artikel in

Categorieën: Technologie & Bouwkunde

Computers & Informatica

Computertechnologie

Beeldverwerking

Kunstmatige intelligentie

Computervisie

Patroonherkenning

Boeken
Taal: Engels
Boek, ebook of luisterboek?: Boek
Beschikbaarheid: Leverbaar
Studieboek of algemeen: Algemene boeken

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