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Frontiers of multimedia research

Author: Shih-Fu Chang
Publisher: [New York] : Association for Computing Machinery ; [San Rafael, California] : Morgan & Claypool, 2018.
Series: ACM books, #17.
Edition/Format:   eBook : Document : Biography : English : First editionView all editions and formats
Summary:
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  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Material Type: Biography, Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Shih-Fu Chang
ISBN: 9781970001051 1970001054
OCLC Number: 1030021247
Notes: Title from PDF title page (viewed on March 30, 2018).
Description: 1 online resource (xv, 400 pages) : illustrations
Contents: Part I. Multimedia content analysis --
1. Deep learning for video classification and captioning / Zuxuan Wu, Ting Yao, Yanwei Fu, Yu-gang Jiang --
1.1 Introduction --
1.2 Basic deep learning modules --
1.3 Video classification --
1.4 Video captioning --
1.5 Benchmarks and challenges --
1.6 Conclusion --
2. Audition for multimedia computing / Gerald Friedland, Paris Smaragdis, Josh McDermott, Bhiksha Raj --
2.1 A new field --
2.2 Background --
2.3 Data for computer audition --
2.4 The nature of audio data --
2.5 Dealing with the peculiarities of sound --
2.6 Potential applications --
2.7 Conclusion --
Acknowledgments --
3. Multimodal analysis of free-standing conversational groups / Xavier Alameda-Pineda, Elisa Ricci, Nicu Sebe --
3.1 Introduction --
3.2 Related work --
3.3 The SALSA dataset --
3.4 Matrix completion for multimodal pose estimation --
3.5 Experiments --
3.6 Conclusion --
4. Encrypted domain multimedia content analysis / Pradeep K. Atrey, Ankita Lathey, Abukari M. Yakubu --
4.1 Introduction --
4.2 SPED: an overview --
4.3 Image processing in encrypted domain --
4.4 Video processing in encrypted domain --
4.5 Audio processing in encrypted domain --
4.6 Further discussion --
4.7 Conclusion --
5. Efficient similarity search / Herve Jegou --
5.1 Background --
5.2 Cell-probe algorithms --
5.3 Sketches and binary embeddings --
5.4 Searching and similarity estimation with quantization --
5.5 Hybrid approaches: the best of probing and sketching --
5.6 Searching for non-Euclidean metrics and graph-based approaches --
5.7 Conclusion Part II. Human-centered multimedia computing --
6. Social-sensed multimedia computing / Peng Cui --
6.1 Semantic gap vs. need gap --
6.2 Social-sensed multimedia computing --
6.3 Basic problems and key technologies --
6.4 Recent advances --
6.5 Exemplary applications --
6.6 Discussions on future directions --
6.7 Conclusion --
7. Situation recognition using multimodal data / Vivek Singh --
7.1 The emerging eco-system and a motivating application --
7.2 Defining situation --
7.3 A framework for situation recognition --
7.4 EventShop: a toolkit for situation recognition --
7.5 Building situation-aware applications using EventShop: --
7.6 Open challenges and opportunities --
7.7 Conclusion --
Acknowledgments --
8. Hawkes processes for events in social media / Marian-Andrei Rizoiu, Young Lee, Swapnil Mishra, Lexing Xie --
8.1 Introduction --
8.2 Preliminary: Poisson processes --
8.3 Hawkes processes --
8.4 Simulating events from Hawkes processes --
8.5 Estimation of Hawkes processes parameters --
8.6 Constructing a Hawkes model for social media --
8.7 Conclusion --
9. Utilizing implicit user cues for multimedia analytics / Subramanian Ramanathan, Syed Omer Gilani, Nicu Sebe --
9.1 Introduction --
9.2 Inferring scene semantics from eye movements --
9.3 Eye fixations as implicit annotations for object recognition --
9.4 Emotion and personality type recognition via physiological signals --
9.5 Conclusion Part III. Multimedia communication and systems --
10. Multimedia fog computing: minions in the cloud and crowd / Cheng-Hsin Hsu, Hua-Jun Hong, Tarek Elgamal, Klara Nahrstedt, Nalini Venkatasubramanian --
10.1 Introduction --
10.2 Related work --
10.3 Challenges --
10.4 Distributed multimedia applications: what we can learn from prior studies --
10.5 Deployment: open-source platforms --
10.6 Conclusion --
11. Cloud gaming / Kuan-Ta Chen, Wei Cai, Ryan Shea, Chun-Ying Huang, Jiangchuan Liu, --
Victor C.M. Leung, Cheng-Hsin Hsu --
11.1 Overview on cloud gaming research --
11.2 GamingAnywhere: an open-source cloud gaming platform --
11.3 Cloud deployment --
11.4 Thin client design --
11.5 Communication --
11.6 Future paradigm of cloud gaming --
11.7 Conclusion --
Bibliography --
Index --
Editor biography.
Series Title: ACM books, #17.
Responsibility: Shih-Fu Chang.
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Abstract:

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  Read more...

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