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A Locality Sensitive Low-Rank Model for Image Tag Completion

To effectively infuse the idea of locality sensitivity, a simple and effective pre-processing module is designed to learn suitable representation for data partition.In thi paper th
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A Locality Sensitive Low-Rank Model for Image Tag Completion.Tag-based image retrieval often used to increase performance to retrieving images with the help of search engines. Image retrieval based on user-provided image tags on the photo sharing websites. A requirement for effective searching and retrieval of images in rapid growing online image databases is that each image has accurate and useful annotation. Many visual applications have benefited from the outburst of web images, yet the imprecise and incomplete tags arbitrarily provided by users. In this paper, we propose a novel locality sensitive low-rank model for image tag completion, which approximates the global nonlinear model with a collection of local linear models. To effectively infuse the idea of locality sensitivity, a simple and effective pre-processing module is designed to learn suitable representation for data partition.In thi paper they used for BIRCH algorithm. BIRCH (balanced iterative reducing and clustering using hierarchies) is an unsupervised data mining algorithm used to perform hierarchical clustering over particularly large data-sets.An advantage of BIRCH is its ability to incrementally and dynamically cluster incoming, multi-dimensional metric data points in an attempt to produce the best quality clustering for a given set of resources (memory and time constraints). In most cases, BIRCH only requires a single scan of the database.H/W System Configuration:-

          Processor                                  -    Pentium –III

Speed                                        -    1.1 Ghz

RAM                                        -    256 MB(min)

Hard Disk                                -   20 GB

Key Board                               -    Standard Windows Keyboard

Mouse                                     -    Two or Three Button Mouse

Monitor                                    -    SVGA

 S/W System Configuration


Operating System            :Windows95/98/2000/XP Application  Server         :   Tomcat5.0/6.X                               ">                        :   HTML, Java, Jsp Scripts                            :   JavaScript.Server side Script           :   Java Server Pages.space:pre"> Database Connectivity   :   Mysql.

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