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The Research On Face Recognition Based On Grid Computing Technology

Posted on:2008-03-15Degree:MasterType:Thesis
Country:ChinaCandidate:D ZhangFull Text:PDF
GTID:2178360215990567Subject:Instrument Science and Technology
Abstract/Summary:PDF Full Text Request
Because of great foreground in security validation system, detecting crime and human-computer interaction, automatic face recognition already has became a interesting point in many research fields,such as pattern recognition, artificial intelligence and computer vision. As a new research field, it is attached importance by many research organizations, universities, enterprises and governments in the world. In the past several tens years, many researchers proposed various different face recognition algorithms to enhance the accuracy of face recognition, but by now face recognition has seldom been successful in actual application. It is because of two key issues in the face recognition for huge human face database: One is the ability of handling huge human face image data; The other is that, under different condition such as illumination, posture and complex background, the robustness of face recognition algorithm is very bad. Namely one algorithm is only better fitted for one kind of human face database. There is not a general algorithm for all kinds of human face database. But the central system or the traditional distributional system is unable fundamentally to solve these problems.How does it effectively integrate the different dispersed algorithm and handling ability to establish a general coordinate intelligent virtual processing platform to fully use and share each kind of resources and enhance the processing speed and ability? The appearance of grid technology unfold a very good prospect for solving these problems ,because the final goal of the grid is to realize sharing of resources such as data resources, computing resources and so on. Thus it can effectively use the unused resources. For face recognition two key questions existing in face recognition,the former may be resolved by distributional database based on grid and the experience of practical applications, such as computing grid, data gird, Globus and so on. It divides the large-scale human face image database into the middle and small human face image database; The Latter may be resolved by the sharing of grid. Finally it uniformly integrates to a virtual processing platform.In this paper, the author first introduces the technology of face recognition and gird. Secondly aiming at the two key issues in face recognition of huge database, the author puts forward a new scheme to deal with the key issues in face recognition of huge database by combination of face recognition and grid. Next the author designs a face recognition system for huge face database and particularly expatiates the framework of and the design of each module of the face recognition system. It provides a resolving method and idea with great prospect for face recognition for huge face database.Finally,the author develop the Skin color detecting system and design a ace recognition system based on LDA.It is foundation for after development of face recognition system based on grid.
Keywords/Search Tags:huge face database, face recognition, grid technology, distributional system, Skin color detect
PDF Full Text Request
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