Frontiers of Multimedia Research

Frontiers of Multimedia Research

Shih-Fu Chang
ISBN: 9781970001044 | PDF ISBN: 9781970001051
Hardcover ISBN:9781970001075
Copyright © 2018 | 416 Pages | Publication Date: January, 2018

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The field of multimedia is unique in offering a rich and dynamic forum for researchers from "traditional" fields to collaborate and develop new solutions and knowledge that transcend the boundaries of individual disciplines. Despite the prolific research activities and outcomes, however, few efforts have been made to develop books that serve as an introduction to the rich spectrum of topics covered by this broad field. A few books are available that either focus on specific subfields or basic background in multimedia. Tutorial-style materials covering the active topics being pursued by the leading researchers at frontiers of the field are currently lacking.

In 2015, ACM SIGMM, the special interest group on multimedia, launched a new initiative to address this void by selecting and inviting 12 rising-star speakers from different subfields of multimedia research to deliver plenary tutorial-style talks at the ACM Multimedia conference for 2015. Each speaker discussed the challenges and state-of-the-art developments of their prospective research areas in a general manner to the broad community. The covered topics were comprehensive, including multimedia content understanding, multimodal human-human and human-computer interaction, multimedia social media, and multimedia system architecture and deployment.

Following the very positive responses to these talks, the speakers were invited to expand the content covered in their talks into chapters that can be used as reference material for researchers, students, and practitioners. Each chapter discusses the problems, technical challenges, state-of-the-art approaches and performances, open issues, and promising direction for future work. Collectively, the chapters provide an excellent sampling of major topics addressed by the community as a whole. This book, capturing some of the outcomes of such efforts, is well positioned to fill the aforementioned needs in providing tutorial-style reference materials for frontier topics in multimedia.

Table of Contents

PART I MULTIMEDIA CONTENT ANALYSIS
Chapter 1 Deep Learning for Video Classification and Captioning
Chapter 2 Audition for Multimedia Computing
Chapter 3 Multimodal Analysis of Free-standing Conversational Groups
Chapter 4 Encrypted Domain Multimedia Content Analysis
Chapter 5 Efficient Similarity Search

PART II HUMAN-CENTERED MULTIMEDIA COMPUTING
Chapter 6 Social-Sensed Multimedia Computing
Chapter 7 Situation Recognition Using Multimodal Data 159
Chapter 8 Hawkes Processes for Events in Social Media
Chapter 9 Utilizing Implicit User Cues for Multimedia Analytics

PART III MULTIMEDIA COMMUNICATION AND SYSTEMS
Chapter 10 Multimedia Fog Computing: Minions in the Cloud and Crowd
Chapter 11 Cloud Gaming

Bibliography
Index
Author Biography

About the Author(s)

Shih-Fu Chang, Columbia University
Shih-Fu Chang is the Richard Dicker Professor at Columbia University, with appointments in both Electrical Engineering Department and Computer Science Department. His research is focused on multimedia information retrieval, computer vision, machine learning, and signal processing. A primary goal of his work is to develop intelligent systems that can extract rich information from the vast amount of visual data such as those emerging on the Web, collected through pervasive sensing, or available in gigantic archives. His work on content-based visual search in the early 90s (VisualSEEk and VideoQ) set the foundation of this vibrant area. Over the years, he continued to develop innovative solutions for image/video recognition, multimodal analysis, visual content ontology, image authentication, and compact hashing for large-scale indexing. His work has had major impacts in various applications like image/video search engines, online crime prevention, mobile product search, AR/VR, and brain machine interfaces.

His scholarly work can be seen in more than 350 peer-reviewed publications, many best-paper awards, more than 30 issued patents, and technologies licensed to seven companies. He was listed as the Most Influential Scholar in the field of Multimedia by Aminer in 2016. For his long-term pioneering contributions, he has been awarded the IEEE Signal Processing Society Technical Achievement Award, ACM Multimedia Special Interest Group Technical Achievement Award, Honorary Doctorate from the University of Amsterdam, the IEEE Kiyo Tomiyasu Award, and IBM Faculty Award. For his contributions to education, he received the Great Teacher Award from the Society of Columbia Graduates. He served as Chair of ACM SIGMM (2013-2017), Chair of Columbia Electrical Engineering Department (2007-2010), the Editor-in-Chief of the IEEE Signal Processing Magazine (2006-2008), and advisor for several international research institutions and companies. In his current capacity as Senior Executive Vice Dean at Columbia Engineering, he plays a key role in the School's strategic planning, special research initiatives, international collaboration, and faculty development. He is a Fellow of the American Association for the Advancement of Science (AAAS), a Fellow of the IEEE, and a Fellow of the ACM.

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