000 05974nam a2200421 4500
001 1029557033
003 APU
005 20221031161155.0
008 210804t20182018nyuab b 001 0 eng d
010 _a2018418556
020 _a9781970001068 (epub)
020 _a9781970001051 (pdf)
035 _a(OCoLC)1029557033
040 _aNAM
_beng
_cAPU
_dSF
050 4 _aQA76.575
_b.F76 2018eb
245 0 0 _aFrontiers of multimedia research
_h[electronic resources] /
_cShih-Fu Chang, [editor]
260 _a[New York] : Association for Computing Machinery ; [San Rafael] :
_bMorgan & Claypool Publishers,
_cc2018.
300 _a1 online resource (xv, 416 pages) :
_billustrations (some color), maps ;
490 1 _aACM books ;
_v#17
504 _aIncludes bibliographical references (pages 315-377) and index
505 _aPart 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 --
505 _aPart 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 --
505 _aPart 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.
520 _aThe 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.
538 _aMode of access: World Wide Web.
650 0 _aMultimedia systems
650 0 _aImage files
_947429
650 0 _aInformation storage and retrieval systems
650 0 _aImage processing
_xDigital techniques
650 0 _aSocial media
650 0 _aCloud computing
650 0 _aComputer games
_99645
655 _aElectronic books.
700 1 _aChang, Shih-Fu,
_d1963-
_eeditor
_947430
830 0 _aACM books ;
_v#17
_947379
856 _uhttps://dl-acm-org.ezproxy.apiit.edu.my/doi/book/10.1145/3122865
_zAvailable in ACM Digital Library. Requires Log In to view full text.
942 _2lcc
_cE-Book
999 _c383493
_d383493