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An Intelligent video Analysis System of Power Scene Anomaly Based on Convolutional Neural Network

An Intelligent Video Analysis System of Power Scene Anomaly ...

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2023 7th International conference on Electrical, Mechanical and Computer Engineering (ICEMCE)

作者： Xuefeng Wan Nana Niu Jie Duan Xin Ma State grid Shanxi electric power Company information and communication branch Taiyuan Shanxi China

As a branch of computer image vision technology, video intelligent analysis has been widely used in the field of security, which plays an important role in operation monitoring, fault analysis, early warning automation and information processing in the power grid industry. In order to improve the low efficiency of the artificial patrol mode of the existing substation video surveillance system, this paper designs an intelligent video analysis system for power scene anomalies based on convolutional neural network. Firstly,the system architecture is analyzed. Secondly, the original surveillance video material is extracted. then, the video cloud storage platform is used for storage. At the same time, the hidden danger behaviors are classified and analyzed and marked. Finally, the proposed method is applied to feature extraction, model training and application analysis to realize video intelligent early warning analysis. Based on convolutional neural network algorithm, the video analysis ability is further improved, which greatly improves the quality and efficiency of substation video monitoring, and has a certain promotion prospect.

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the study of information hiding technology based on audio blending

The study of information hiding technology based on audio bl...

引用

International conference on Signal Processing Proceedings (ICSP)

作者： Wang Rangding Li Qian Xu Dawen CKC Software Laboratory Ningbo University Ningbo Zhejiang China

With the proliferation of readily available audio content, data hiding has become a topic of very importance. A novel digital audio information-hiding scheme which based on digital audio blending is presented. the digital audio blending is defined, and the properties of the blending digital audios are studied. With these properties of the blending digital audio, the principle of digital audio information hiding scheme is gained. the scheme also can be used in digital watermarking. the experimental results show that the scheme can be expediently realized and it is robust in a certain extent, and the hiding data should still be retrievable and can be distinguished even if common attack operations have been applied.

关键词： image storage Data encapsulation Watermarking Robustness Information retrieval Data mining Availability Internet Acceleration Digital video broadcasting

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Collection-based persistent archives

Collection-based persistent archives

引用

IEEE Symposium on Mass storage Systems

作者： A. Rajasekar R. Marciano R. Moore Supercomputer Center San Diego USA

the supercomputer center, digital library, and archival storage communities have common persistent archival storage requirements. Each of these communities is building software infrastructure to organize and store large collections of data. An emerging common requirement is the ability to maintain data collections for long periods of time. the challenge is to maintain the ability to discover, access, and display digital objects that are stored within the archive, while the technology used to manage the archive evolves. We propose an approach based upon the storage of the digital objects that comprise the collection, augmented with the meta-data attributes needed to dynamically re-create the data collection. this approach builds upon the technology needed to support extensible database schema, which in turn enables the creation of data-handling systems that support replicated data sets within federated archives.

关键词： Relational databases Supercomputers Object oriented databases Software libraries Displays Technology management Brain Neuroscience image databases Information management

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Advances in Multimedia Modeling 1

引用

丛书名： Lecture Notes in Computer Science

1000年

作者： Benoit Huet Alan Smeaton Ketan Mayer-Patel Yannis Avrithis

ISBN: (数字)9783540928928

ISBN: (纸本)9783540928911

th Welcome to the 15 International Multimedia Modeling conference (MMM 2009), held January 7–9, 2009 at EURECOM, Sophia-Antipolis, France. MMM is a leadinginternationalconference for researchersandindustry practitionersto share their new ideas, original research results and practical development ex- riences from all multimedia-related areas. MMM 2009 was held in co-operation with the ACM Special Interest Group on MultiMedia (ACM SIGMM). It was a great honor to host MMM 2009, one of the most long-standing th multimedia conferences, at EURECOM in Sophia-Antipolis, France. the 15 edition of MMM marked the return of the conference to Europe after numerous years of activity in Asia, and we are proud to have organized such a prestigious conference on the French Riviera. EURECOM is an engineering school in the domain of information and communication technology and a research center in communication systems. Since its creation in 1991 by TELECOM ParisTech and EPFL, it has developed strong international links with both academic and industrial partners. the heart of EURECOM is its internationally renowned research activities which focus on three areas: networking and security, mobile communications, and multimedia.

关键词： Multimedia Information Systems image Processing and Computer Vision Computer Graphics Information storage and retrieval Computer Communication Networks Information Systems Applications (incl. Internet)

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Designing a new storage technique for face images transmission using JPEG2000

Designing a new storage technique for face images transmissi...

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International conference on Advanced Communication Technology (ICACT)

作者： Hsiu-Mei Huang Geeng-Neng You Fu-Song Syu Shu-Sheng Liaw Department of Management Science National Taichung Institute of Technology Taichung Taiwan Department of Multimedia Design National Taichung Institute of Technology Taichung Taiwan General Education Center China Medical University Taichung Taiwan

Pictures and video sequences showing human faces are of high importance in content-based retrieval systems. During flourishing Internet time, more and more human face image databases are stored on the Internet. they provide a great number of human face images to access. therefore, considering the storage space and the network bandwidth, how to access human face image more efficiently has become an important topic. the primary goal of our method is to minimize the number of bits required to preserve the crucial facial features without any loss of information. In this paper, we propose a new technique based on JPEG2000 for the storage and retrieval of the human face images. We combine lossy and lossless image compression of JPEG2000 to reach our goal. Aiming at the feature of human face image data, we extract the facial features in the image as the most important information. the lossless image compression is used to retain the facial features of human face image. the background and the rest of the image are processed by lossy compression to further save the required storage space. the preliminary result has shown that our method can have higher compression ratio without loss of the crucial facial feature for low bandwidth communication applications, such as videophone and teleconferencing

关键词： image storage image communication Humans Face Facial features image coding image retrieval Internet Bandwidth Transform coding

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Telemedicine system integrated with multimedia

Telemedicine system integrated with multimedia

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International conference on Computer Supported Cooperative Work in Design

作者： Shiguang Ju Tao Cai Jianping Yong Xiaohong Zhang Department of Computer Science Jiangsu University Jiangsu China

ISBN: (纸本)8528500500

this paper introduces the telemedicine system implemented by the authors. the system is based on computer and Web communications. It can be perfectly linked with the present hospital information systems, and can effectively realize the storage, management, share and query on multimedia medical information (included radiology images, video). Long-distance doctors could enter the system by the Internet browser, to perform various jobs such as long-distance diagnosis, long-distance consultation, and online medical treatment.

关键词： Telemedicine Multimedia systems image storage Hospitals Management information systems Radio spectrum management Biomedical imaging Medical diagnostic imaging Radiology video sharing

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DYNAMIC DETECTION OF VISUAL ENTITIES

DYNAMIC DETECTION OF VISUAL ENTITIES

引用

European Signal Processing conference

作者： Andrei Bursuc Titus Zaharia Francoise Preteux Institut Telecom Mines ParisTech

ISBN: (纸本)9781467310680

this paper tackles the issue of retrieving different instances of an object of interest within a given video document or in a video database. the principle consists of considering a semi-global image representation based on an over-segmentation of video frames. An aggregation mechanism is then applied in order to group a set of segments into an object similar to the query, under a global similarity criterion. We test the effectiveness of three different aggregation strategies, two of them based on a greedy approach, and the third one involving simulated annealing optimization. Experimental results on different color spaces show promising performances, with First Tier and Bull Eye detection rates of up to 70% and 88%, respectively. the integration of the method in a web-based video navigation system, allowing fast video object retrieval, is finally described.

关键词： Object-based indexing and retrieval Multiple instance detection Partial matching MPEG-7 visual descriptors video indexing Color spaces color spaces videotapes similarity law video databases Visualization image representation video object

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Traffic video Surveillance Using Contourlet Transform

Traffic Video Surveillance Using Contourlet Transform

引用

International conference on Emerging Trends in Engineering and Technology, ICETET

作者： Archana Boharapi Shilpa Paygude Vibha Vyas M. S. Sutaone College of Engineering Computer Dept. MIT Pune E&TC Dept. College of Engineering

this paper proposes an innovative idea for segmenting a video sequence including vigorous textures in transform domain. the advanced mode is based on the contourlet transform. this transform method agreed to re-evaluate spatiotemporal structures for a given level and inclination. All advances examine and compare multi-scale dissolution to recognize dynamic texture in image sequences and then intend a simple efficient approach to dynamic texture segmentation using contourlet transform with measures to find the vibratory attribute. So it is competent to specify the traffic of an image sequence by calculating the parameters. the observation that, for objects that generally travel, it is normally easier to see them when they are moving than when they are stationary. However when there will be more traffic crowd, it is difficult to find the task features. the segmentation proficiency is well applied on video sequence of dynamic texture and also traffic classification is done by measuring the parameter. Future prospects are finally discussed.

关键词： image segmentation Filter banks image sequences databases Feature extraction Wavelet transforms

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A Framework for an Event Driven video Surveillance System

A Framework for an Event Driven Video Surveillance System

引用

IEEE conference on Advanced video and Signal Based Surveillance (AVSS)

作者： Declan Kieran WeiQi Yan Speech Image and Vision Systems Institute of ECIT School of EEECS Queen''s University Belfast UK

In this paper we present an event driven surveillance system. the purpose of this system is to enable thorough exploration of surveillance events. the system uses a client-server web architecture as this provides scalability for further development of the system infrastructure. the system is designed to be accessed by surveillance operators who can review and comment on events generated by our event detection processing modules. the presentation interface is based around a cross between Gmail and YouTube, as we believe these interfaces to be intuitive for ordinary computer operators. Our motivation is to fully utilize the events archived in our database and to further refine the relevant events. We do not just focus on event detection, but are working towards the optimization of event detection. To the best of our knowledge this system provides a novel approach to the technological surveillance paradigm.

关键词： Surveillance Sensors Event detection Media databases Semantics Streaming media

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GA Based Placement Optimization for Hybrid Distributed storage

GA Based Placement Optimization for Hybrid Distributed Stora...

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IEEE International conference on High Performance Computing and Communications (HPCC)

作者： Yizi Wu Youtao Zhang College of Information Science and Technology Engineering Research Center of Digitized Textile & Fashion Technology Ministry of Education Donghua University Shanghai China Department of Computer Science University of Pittsburgh Pittsburgh PA U.S.A

the VOD (video on-demand) applications, in order to minimize access latency and improve quality of service, require periodically optimizing the placement of their large volume of video, courseware, and database files in data centers. Migration-enhanced data placement schemes allow data movement at runtime, which imposes significant overhead, particularly for hybrid distributed storage systems that consist of both SSDs and HDDs. In this paper, we propose a genetic algorithm based multi-objective optimization scheme for data placement and migration optimization in software defined storage systems. We prototype and evaluate the proposed scheme with comparison to simple heuristic designs. Our results show that our design acquires better nondominated resolution set and achieves around 15% access delay and migration cost reduction.

关键词： Optimization Distributed databases Servers Bandwidth Runtime Computer architecture Genetic algorithms

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