Human Emotion Recognition from Face Images
暫譯: 從面部影像識別人類情感
Dutta, Paramartha, Barman, Asit
- 出版商: Springer
- 出版日期: 2020-03-27
- 售價: $7,920
- 貴賓價: 9.5 折 $7,524
- 語言: 英文
- 頁數: 264
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 9811538824
- ISBN-13: 9789811538827
海外代購書籍(需單獨結帳)
商品描述
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.
商品描述(中文翻譯)
本書探討了如何從面部影像中識別人類情感，使用不同的模式，重點介紹了面部表情識別中的關鍵主題，例如網格形成、距離特徵、形狀特徵、紋理特徵、特徵選擇、分類器設計，以及簽名的組合以改善情感識別。
本書解釋了如何在同一個人的各種面部影像中識別六種基本人類情感，以及從基準面部影像數據庫（如 CK+、JAFFE、MMI 和 MUG）中獲得的影像。作者提出了不同特徵（如距離和形狀紋理）的簽名概念，並描述了使用相關穩定性指數作為特徵，並用統計參數（如範圍、偏度、峰度和熵）補充特徵集。此外，他們展示了使用這些特徵選擇進行實驗所獲得的驚人結果，並且通過組合簽名而非單獨使用它們，可以進一步提高性能。
在心理治療、生物醫學以及政府、公私機構的安全等多個領域，對情感識別的需求日益增加。本書為在這些領域工作的研究人員提供了寶貴的資源。
作者簡介
Paramartha Dutta is currently a Professor at the Dept. of Computer and System Sciences at Visva-Bharati University, West Bengal. He completed his Bachelor's and Master's in Statistics at the Indian Statistical Institute, Kolkata, in 1988 and 1990 respectively. He received his Master's in Computer Science from the Indian Statistical Institute, Kolkata, in 1993, and his Ph.D. from the Bengal Engineering and Science University, Shibpur, in 2005.
He is the co-author of 6 books, co-editor of 10 books, and he has published over 230 research papers in peer-reviewed journals and conference proceedings. He is a Fellow of IETE, OSI, IE India, a senior member of ACM, IEEE, CSI and IACSIT, and a member of ACCS, IAPR, ISCA, ISTE, and SSI.
Asit Barman is an Assistant Professor at the Dept. of Computer Science & Engineering and Information Technology of Siliguri Institute Technology. He served as a Lecturer at the Dept. of Information Technology at the Calcutta Institute of Technology, West Bengal from 2008 to 2009.
He received his B.Tech. in Information Technology from the West Bengal University of Technology in 2006 and his M.Tech. in Information Technology from the University of Calcutta, Kolkata, in 2008. Currently, he is pursuing a Ph.D. at the University of Calcutta under the guidance of Prof. Paramartha Dutta. He is a member of the IEEE society.
作者簡介(中文翻譯)
Paramartha Dutta 目前是西孟加拉邦 Visva-Bharati 大學計算機與系統科學系的教授。他於 1988 年和 1990 年分別在印度統計學院（Indian Statistical Institute, Kolkata）完成了統計學的學士和碩士學位。他於 1993 年在印度統計學院獲得計算機科學碩士學位，並於 2005 年在孟加拉工程與科學大學（Bengal Engineering and Science University, Shibpur）獲得博士學位。
他是 6 本書的共同作者，10 本書的共同編輯，並在同行評審的期刊和會議論文集中發表了超過 230 篇研究論文。他是 IETE、OSI、IE India 的院士，ACM、IEEE、CSI 和 IACSIT 的高級會員，以及 ACCS、IAPR、ISCA、ISTE 和 SSI 的成員。
Asit Barman 是西里古里科技學院（Siliguri Institute of Technology）計算機科學與工程及資訊科技系的助理教授。他曾於 2008 年至 2009 年在西孟加拉邦的加爾各答科技學院（Calcutta Institute of Technology）資訊科技系擔任講師。
他於 2006 年在西孟加拉科技大學獲得資訊科技的 B.Tech. 學位，並於 2008 年在加爾各答大學獲得資訊科技的 M.Tech. 學位。目前，他在加爾各答大學攻讀博士學位，指導教授為 Paramartha Dutta 教授。他是 IEEE 協會的成員。
