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Machine Learning for Multimedia Communications

Nikolaos Thomos, Thomas Maugey, Laura Toni
2022 Sensors  
Machine learning is revolutionizing the way multimedia information is processed and transmitted to users.  ...  For example, the high model capacity of the learning-based architectures enables us to accurately model the image and video behavior such that tremendous compression gains can be achieved.  ...  ML as Solution to the Revolution End to end video coding and communication: The benefits of redesigning the traditional image coding and transmission pipeline using a deep neural-based architecture have  ... 
doi:10.3390/s22030819 pmid:35161566 pmcid:PMC8840624 fatcat:nmz7s6ei3bdddarbt2bqhf6beu

Distributed multimedia systems

V.O.K. Li, Wanjiun Liao
1997 Proceedings of the IEEE  
Multimedia information may include discrete media data, such as text, data, and images, and continuous media data, such as video and audio.  ...  Such a system enhances human communications by exploiting both visual and aural senses and provides the ultimate flexibility in work and entertainment, allowing one to collaborate with remote participants  ...  ACKNOWLEDGMENT The authors wish to thank the anonymous reviewers for their helpful comments on earlier versions of this paper.  ... 
doi:10.1109/5.611116 fatcat:xdmlblqyljglxpr3yeyks65vda

Personalized multimedia retrieval

Nicu Sebe, Qi Tian
2007 Proceedings of the international workshop on Workshop on multimedia information retrieval - MIR '07  
On one hand, the user will want to have a personalized access to his image/video collections and this can be achieved by providing intuitive and natural browsing capabilities and customized features.  ...  Furthermore, the system is required to perform user profiling and to adapt the existing parameters of the system to the user needs and interest.  ...  Smeulders, and the whole FACS consortium for excellent suggestions and discussions.  ... 
doi:10.1145/1290082.1290124 dblp:conf/mir/SebeT07 fatcat:xtk6xll3jjat5nu3r5ygef6rey

Guest Editorial Distributed Multimedia Systems and Technology

A. Ghafoor, R.G. Herrtwich, A.A. Lazar, I.M. Leslie
1996 IEEE Journal on Selected Areas in Communications  
The field is expected to be a major focus of effort in scientific and technological development for the rest of this decade.  ...  As a result of concerted efforts in these areas, many multimedia applications involving different media types such as video, audio, text, images, animation, and graphics are on the verge of realization  ...  This establishes a groundwork for the development of criterion to select from among a myriad of scheduling algorithms for multimedia applications.  ... 
doi:10.1109/jsac.1996.536362 fatcat:76m3qvvtirhfbmhbex6ix3orgi

Error Tolerant Multimedia Stream Processing: There's Plenty of Room at the Top (of the System Stack)

Yiannis Andreopoulos
2013 IEEE transactions on multimedia  
This is achieved by modifications to all layers of the system stack, from algorithms and software to the architecture and device layer, and even the IC digital logic synthesis itself.  ...  Commercial stakeholders of multimedia stream processing (MSP) applications, such as information retrieval, stream mining systems, and high-throughput image and video processing systems already feel the  ...  for a coding system or the expected recall rate for a multimedia retrieval application.  ... 
doi:10.1109/tmm.2012.2232649 fatcat:x6p5wvaxyvgopc435hqyoprhri

On the applications of multimedia processing to communications

R.V. Cox, B.G. Haskell, Y. LeCun, B. Shahraray, L. Rabiner
1998 Proceedings of the IEEE  
With the emergence of the multimedia PC and its concomitant signal-processing capability, a simple solution was proposed, namely, the compression (and decompression) and coding (and decoding) of voice  ...  into (from) IP packets using the PC processor and the sound card inherent in the multimedia PC.  ...  Quackenbush (audio coding), P. Howard (fax and image coding), A. Puri, J. Ostermann, T. Chen, and A.  ... 
doi:10.1109/5.664272 fatcat:yhn4kb3mmbctbbfus7br26oox4

MPEG and multimedia communications

L. Chiariglione
1997 IEEE transactions on circuits and systems for video technology (Print)  
This paper describes how the MPEG-4 standard, with its networkindependent nature and application-level features, is poised to become the enabling technology for multimedia communications and will therefore  ...  Digital television is a reality today, but multimedia communications, after years of hype, is still a catchword.  ...  Copyright is not released for non MPEG-4 conforming products but the original developer retains full right to use the code for his own purposes and inhibit a third party from using the code for non MPEG  ... 
doi:10.1109/76.554414 fatcat:cuaedhm335bpxpxtty44an2vwe

Architectural Design Virtual Simulation Based On Virtual Reality Technology

Fang Li
2015 International Journal of Multimedia and Ubiquitous Engineering  
Through multiple view technique, we can observe the movement of building bodies from multiple aspects to obtain vivid simulation effects of light' behavior in the architectural system.  ...  like viewpoint smooth movement, texture mapping, rotation and local zoom, and simulates the motion of building bodies in the architectural system.  ...  Acknowledgment This work was supported by The Education Department of Hubei Province (Research on humanities and social science research project NO. 14Q079)  ... 
doi:10.14257/ijmue.2015.10.11.01 fatcat:kef65eg3ifhdlowd2itiqndt7i

Multimedia Traffic over Wireless and Satellite Networks [chapter]

Floriano De, Mauro Tropea, Peppino Fazio
2010 Digital Video  
MPEG standard for moving images; thanks to MPEG compression the amount of data required for transmission of digital images up to decrease a bit rate of between 1.5 and 30 Mbps has been reduced drastically  ...  The main reason was the high bit rate required, especially for the transmission of digital images in motion (from 108 to 270 Mbps).  ...  This book tries to address different aspects and issues related to video and multimedia distribution over the heterogeneous environment considering broadband satellite networks and general wireless systems  ... 
doi:10.5772/8023 fatcat:aet6s5dwxrga5lzbowaa3pvbei

Application and Theory of Multimedia Signal Processing Using Machine Learning or Advanced Methods

Cheonshik Kim
2022 Applied Sciences  
Machine learning (ML) uses algorithms to identify and predict useful patterns from data [...]  ...  Introduction Machine learning (ML) uses algorithms to identify and predict useful patterns from data.  ...  Additionally, CNN technology contributes to the development of algorithms for the safety and security of multimedia data and the development of new applications.  ... 
doi:10.3390/app12136426 fatcat:24xxt7bxhrarxn6xivhxfgobfm

Multimedia information broadcasting using digital TV channels

L. Atzori, F.G.B. De Natale, M. Di Gregorio, D.D. Giusto
1997 IEEE transactions on broadcasting  
The proposed scheme is based on the DSM-CC functions, and uses a newly developed protocol that allows to efficiently convey multimedia information.  ...  In this paper, the structure of a new system to broadcast multimedia information within a digital TV channel is outlined.  ...  ACKNOWLEDGMENTS The authors would like to thank Mr. Paolo Dettori for useful discussions and suggestions.  ... 
doi:10.1109/11.632897 fatcat:eeuz7wmbt5adtduidisuxcr3hi

Security Data Auditing based on Multifunction Digital Watermark for Multimedia File in Cloud Storage

Yongjun Ren, Jian Shen, Jin Wang, Jiang Xu, Liming Fang
2014 International Journal of Multimedia and Ubiquitous Engineering  
We define specially a PDP model for multimedia file, and present a framework based on digital watermarking for multimedia data storage audit service: Defining the security features of audit service for  ...  In this paper, we define specially a provable data possession model for multimedia file, and present a framework based on digital watermarking for multimedia data storages audit service, in which we analyze  ...  of data is not enough and hence the scheme has to add some technique for data resilience; the property is can get from multimedia data recovery processing of watermarking algorithm, such as the recovery  ... 
doi:10.14257/ijmue.2014.9.9.24 fatcat:ktueaapw7nf27fdhmof3gsp7ta

Computational Intelligence in Multimedia Processing: Foundation and Trends [chapter]

Aboul-Ella Hassanien, Ajith Abraham, Janusz Kacprzyk, James F. Peters
2008 Studies in Computational Intelligence  
A review of the current literature on CI based approaches to various problems in multimedia computing such as speech, audio and image processing, video watermarking, content-based multimedia indexing and  ...  In addition, a very brief introduction to near sets and near images which offer a generalization of traditional rough set theory and a new approach to classifying perceptual objects by means of features  ...  Current research of multimedia processing is shifting from coding (MPEG-1,2,4) to automatic recognition (MPEG-7).  ... 
doi:10.1007/978-3-540-76827-2_1 fatcat:7jl4ir66vvcl7g436ektwkqwpy

Analysis and architecture design of JPEG2000

Liang-Gee Chen, Chung-Jr Lian, Kuan-Fu Chen, Hong-Hui Chen
2001 IEEE International Conference on Multimedia and Expo, 2001. ICME 2001.  
For Discrete Wavelet Transform (DWT), a lifting based DWT core for the default 5-3 and 9-7 filters in part I of JPEG2000 is proposed.  ...  Folded architecture is adopted in DWT to reduce the hardware cost and to achieve the higher hardware utilization.  ...  from 256x256 Lena image) Fig. 7 Context formation block diagram illustrated the revolution map.  ... 
doi:10.1109/icme.2001.1237693 dblp:conf/icmcs/ChenLCC01 fatcat:xlga7yy5tffihnpqvq6wcbuo5e

Personalization in multimedia retrieval: A survey

Yijuan Lu, Nicu Sebe, Ross Hytnen, Qi Tian
2010 Multimedia tools and applications  
With the explosive broadcast of multimedia (text documents, image, video etc.) in our life, how to annotate, search, index, browse and relate various forms of information efficiently becomes more and more  ...  This paper will present some current models and techniques being researched to model ontology, preference, context, and presentation and bring them together in a chain of ideas that leads from raw uninformed  ...  Smeulders, and the whole FACS consortium for excellent suggestions and discussions.  ... 
doi:10.1007/s11042-010-0621-0 fatcat:lopdnnydibfbtowpl2bicoswye
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