Human Emotion Recognition from Face Images

Download or Read eBook Human Emotion Recognition from Face Images PDF written by Paramartha Dutta and published by Springer Nature. This book was released on 2020-03-26 with total page 276 pages. Available in PDF, EPUB and Kindle.
Human Emotion Recognition from Face Images
Author :
Publisher : Springer Nature
Total Pages : 276
Release :
ISBN-10 : 9789811538834
ISBN-13 : 9811538832
Rating : 4/5 (34 Downloads)

Book Synopsis Human Emotion Recognition from Face Images by : Paramartha Dutta

Book excerpt: 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.


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