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Shih-Fu Chang - Frontiers of Multimedia Research

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Frontiers of Multimedia Research

ACM Books

Editor in Chief

M. Tamer zsu, University of Waterloo

ACM Books is a new series of high-quality books for the computer science community, published by ACM in collaboration with Morgan & Claypool Publishers. ACM Books publications are widely distributed in both print and digital formats through booksellers and to libraries (and library consortia) and individual ACM members via the ACM Digital Library platform.

Frontiers of Multimedia Research

Editor: Shih-Fu Chang, Columbia University

2018

The Continuing Arms Race: Code-Reuse Attacks and Defenses

Editors: Thorsten Holz, Ruhr-Universitt Bochum

Per Larsen, Immunant, Inc.

Ahmad-Reza Sadeghi, Technische Universitt Darmstadt

2018

Shared-Memory Parallelism Can Be Simple, Fast, and Scalable

Julian Shun, University of California, Berkeley

2017

Computational Prediction of Protein Complexes from Protein Interaction Networks

Sriganesh Srihari, The University of Queensland Institute for Molecular Bioscience Chern Han Yong, Duke-National University of Singapore Medical School

Limsoon Wong, National University of Singapore

2017

The Handbook of Multimodal-Multisensor Interfaces, Volume 1: Foundations, User Modeling, and Common Modality Combinations

Editors: Sharon Oviatt, Incaa Designs

Bjrn Schuller, University of Passau and Imperial College London

Philip R. Cohen, Voicebox Technologies

Daniel Sonntag, German Research Center for Artificial Intelligence (DFKI)

Gerasimos Potamianos, University of Thessaly

Antonio Krger, German Research Center for Artificial Intelligence (DFKI)

2017

Communities of Computing: Computer Science and Society in the ACM

Thomas J. Misa, Editor, University of Minnesota

2017

Text Data Management and Analysis: A Practical Introduction to Information Retrieval and Text Mining

ChengXiang Zhai, University of Illinois at UrbanaChampaign

Sean Massung, University of Illinois at UrbanaChampaign

2016

An Architecture for Fast and General Data Processing on Large Clusters

Matei Zaharia, Stanford University

2016

Reactive Internet Programming: State Chart XML in Action

Franck Barbier, University of Pau, France

2016

Verified Functional Programming in Agda

Aaron Stump, The University of Iowa

2016

The VR Book: Human-Centered Design for Virtual Reality

Jason Jerald, NextGen Interactions

2016

Adas Legacy: Cultures of Computing from the Victorian to the Digital Age

Robin Hammerman, Stevens Institute of Technology

Andrew L. Russell, Stevens Institute of Technology

2016

Edmund Berkeley and the Social Responsibility of Computer Professionals

Bernadette Longo, New Jersey Institute of Technology

2015

Candidate Multilinear Maps

Sanjam Garg, University of California, Berkeley

2015

Smarter Than Their Machines: Oral Histories of Pioneers in Interactive Computing

John Cullinane, Northeastern University; Mossavar-Rahmani Center for Business and Government, John F. Kennedy School of Government, Harvard University

2015

A Framework for Scientific Discovery through Video Games

Seth Cooper, University of Washington

2014

Trust Extension as a Mechanism for Secure Code Execution on Commodity Computers

Bryan Jeffrey Parno, Microsoft Research

2014

Embracing Interference in Wireless Systems

Shyamnath Gollakota, University of Washington

2014

Frontiers of Multimedia Research

Shih-Fu Chang

Columbia University

Copyright 2018 by the Association for Computing Machinery and Morgan Claypool - photo 1

Copyright 2018 by the Association for Computing Machinery
and Morgan & Claypool Publishers

All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted in any form or by any meanselectronic, mechanical, photocopy, recording, or any other except for brief quotations in printed reviewswithout the prior permission of the publisher.

Designations used by companies to distinguish their products are often claimed as trademarks or registered trademarks. In all instances in which Morgan & Claypool is aware of a claim, the product names appear in initial capital or all capital letters. Readers, however, should contact the appropriate companies for more complete information regarding trademarks and registration.

Frontiers of Multimedia Research

Shih-Fu Chang, editor

books.acm.org

www.morganclaypoolpublishers.com

ISBN: 978-1-97000-107-5 hardcover

ISBN: 978-1-97000-104-4 paperback

ISBN: 978-1-97000-105-1 eBook

ISBN: 978-1-97000-106-8 ePub

Series ISSN: 2374-6769 print 2374-6777 electronic

DOIs:

10.1145/3122865 Book

10.1145/3122865.3122866 Preface

10.1145/3122865.3122867 Chapter 1

10.1145/3122865.3122868 Chapter 2

10.1145/3122865.3122869 Chapter 3

10.1145/3122865.3122870 Chapter 4

10.1145/3122865.3122871 Chapter 5

10.1145/3122865.3122872 Chapter 6

10.1145/3122865.3122873 Chapter 7

10.1145/3122865.3122874 Chapter 8

10.1145/3122865.3122875 Chapter 9

10.1145/3122865.3122876 Chapter 10

10.1145/3122865.3122877 Chapter 11

10.1145/3122865.3122878 References

A publication in the ACM Books series, #17

Editor in Chief: M. Tamer zsu, University of Waterloo

First Edition

10 9 8 7 6 5 4 3 2 1

Contents

Zuxuan Wu, Ting Yao, Yanwei Fu, Yu-Gang Jiang

Gerald Friedland, Paris Smaragdis, Josh McDermott, Bhiksha Raj

Xavier Alameda-Pineda, Elisa Ricci, Nicu Sebe

Pradeep K. Atrey, Ankita Lathey, Abukari M. Yakubu

Herv Jeou

Peng Cui

Vivek Singh

Marian-Andrei Rizoiu, Young Lee, Swapnil Mishra, Lexing Xie

Subramanian Ramanathan, Syed Omer Gilani, Nicu Sebe

Cheng-Hsin Hsu, Hua-Jun Hong, Tarek Elgamal, Klara Nahrstedt, Nalini Venkatasubramanian

Kuan-Ta Chen, Wei Cai, Ryan Shea, Chun-Ying Huang, Jiangchuan Liu, Victor C. M. Leung, Cheng-Hsin Hsu

Preface

The field of multimedia is dedicated to research and studies that leverage multiple modalities of signals and data in developing intelligent systems and technologies. Be it search engine, recommendation system, streaming service, interactive agent, or collaborative system, multimedia plays a critical role in ensuring full understanding of multimodal sensory signals, robust modeling of user-content interaction, natural and rich communication experience, and scalable system deployment. The goal is to utilize unique contributions from each modality, integrate complementary synergies, and achieve the best performance and novel functions beyond whats separately available in each individual medium. In this community, most contributors also maintain strong activities in other disciplines such as networking, computer vision, human-computer interaction, and machine learning. But 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.

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