Human emotion recognition from face images / Paramartha Dutta, Asit Barman.
2020
TA1653
Linked e-resources
Linked Resource
Online Access
Concurrent users
Unlimited
Authorized users
Authorized users
Document Delivery Supplied
Can lend chapters, not whole ebooks
Details
Title
Human emotion recognition from face images / Paramartha Dutta, Asit Barman.
Author
Dutta, Paramartha, author.
ISBN
9789811538834 (electronic book)
9811538832 (electronic book)
9811538824
9789811538827
9811538832 (electronic book)
9811538824
9789811538827
Published
Singapore : Springer, [2020]
Copyright
©2020
Language
English
Description
1 online resource.
Call Number
TA1653
Dewey Decimal Classification
006.4
Summary
This book discusses human emotion recognition from face images using different modalities, highlighting key topics in facial expression recognition, such as the grid formation, distance signature, shape signature, texture signature, feature selection, classifier design, and the combination of signatures to improve emotion recognition. The book explains how six basic human emotions can be recognized in various face images of the same person, as well as those available from benchmark face image databases like CK+, JAFFE, MMI, and MUG. The authors present the concept of signatures for different characteristics such as distance and shape texture, and describe the use of associated stability indices as features, supplementing the feature set with statistical parameters such as range, skewedness, kurtosis, and entropy. In addition, they demonstrate that experiments with such feature choices offer impressive results, and that performance can be further improved by combining the signatures rather than using them individually. There is an increasing demand for emotion recognition in diverse fields, including psychotherapy, biomedicine, and security in government, public and private agencies. This book offers a valuable resource for researchers working in these areas.
Bibliography, etc. Note
Includes bibliographical references and index.
Access Note
Access limited to authorized users.
Source of Description
Online resource; title from PDF title page (SpringerLink, viewed April 9, 2020).
Added Author
Barman, Asit, author.
Series
Cognitive intelligence and robotics.
Available in Other Form
Print version: 9789811538827
Linked Resources
Online Access
Record Appears in
Online Resources > Ebooks
All Resources
All Resources
Table of Contents
Introduction
Distance Signature for Recognizing Human Emotions
Shape Signature for recognizing Human Emotion
Distance Shape Signature Duo Ford Determination of Human Emotion
Distance Texture Signature Duo for Determination of Human Emotion.
Distance Signature for Recognizing Human Emotions
Shape Signature for recognizing Human Emotion
Distance Shape Signature Duo Ford Determination of Human Emotion
Distance Texture Signature Duo for Determination of Human Emotion.