Recognition of Humans and Their Activities Using Video

Recognition of Humans and Their Activities Using Video
Author :
Publisher : Springer Nature
Total Pages : 171
Release :
ISBN-10 : 9783031022364
ISBN-13 : 303102236X
Rating : 4/5 (36X Downloads)

Book Synopsis Recognition of Humans and Their Activities Using Video by : Rama Chellappa

Download or read book Recognition of Humans and Their Activities Using Video written by Rama Chellappa and published by Springer Nature. This book was released on 2022-05-31 with total page 171 pages. Available in PDF, EPUB and Kindle. Book excerpt: The recognition of humans and their activities from video sequences is currently a very active area of research because of its applications in video surveillance, design of realistic entertainment systems, multimedia communications, and medical diagnosis. In this lecture, we discuss the use of face and gait signatures for human identification and recognition of human activities from video sequences. We survey existing work and describe some of the more well-known methods in these areas. We also describe our own research and outline future possibilities. In the area of face recognition, we start with the traditional methods for image-based analysis and then describe some of the more recent developments related to the use of video sequences, 3D models, and techniques for representing variations of illumination. We note that the main challenge facing researchers in this area is the development of recognition strategies that are robust to changes due to pose, illumination, disguise, and aging. Gait recognition is a more recent area of research in video understanding, although it has been studied for a long time in psychophysics and kinesiology. The goal for video scientists working in this area is to automatically extract the parameters for representation of human gait. We describe some of the techniques that have been developed for this purpose, most of which are appearance based. We also highlight the challenges involved in dealing with changes in viewpoint and propose methods based on image synthesis, visual hull, and 3D models. In the domain of human activity recognition, we present an extensive survey of various methods that have been developed in different disciplines like artificial intelligence, image processing, pattern recognition, and computer vision. We then outline our method for modeling complex activities using 2D and 3D deformable shape theory. The wide application of automatic human identification and activity recognition methods will require the fusion of different modalities like face and gait, dealing with the problems of pose and illumination variations, and accurate computation of 3D models. The last chapter of this lecture deals with these areas of future research.


Recognition of Humans and Their Activities Using Video Related Books

Recognition of Humans and Their Activities Using Video
Language: en
Pages: 171
Authors: Rama Chellappa
Categories: Technology & Engineering
Type: BOOK - Published: 2022-05-31 - Publisher: Springer Nature

DOWNLOAD EBOOK

The recognition of humans and their activities from video sequences is currently a very active area of research because of its applications in video surveillanc
Recognition of Humans and Their Activities Using Video
Language: en
Pages: 179
Authors: Rama Chellappa
Categories: Technology & Engineering
Type: BOOK - Published: 2006-01-01 - Publisher: Morgan & Claypool Publishers

DOWNLOAD EBOOK

The recognition of humans and their activities from video sequences is currently a very active area of research because of its applications in video surveillanc
Human Activity Recognition
Language: en
Pages: 206
Authors: Miguel A. Labrador
Categories: Computers
Type: BOOK - Published: 2013-12-05 - Publisher: CRC Press

DOWNLOAD EBOOK

Learn How to Design and Implement HAR Systems The pervasiveness and range of capabilities of today's mobile devices have enabled a wide spectrum of mobile appli
Human Activity Recognition and Prediction
Language: en
Pages: 179
Authors: Yun Fu
Categories: Technology & Engineering
Type: BOOK - Published: 2015-12-23 - Publisher: Springer

DOWNLOAD EBOOK

This book provides a unique view of human activity recognition, especially fine-grained human activity structure learning, human-interaction recognition, RGB-D
Recognition Of Humans And Their Activities Using Video
Language: en
Pages:
Authors: Rama Chellappa
Categories:
Type: BOOK - Published: 2005 - Publisher:

DOWNLOAD EBOOK