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Impulse Technologies
                                      Beacons U to World of technology
        044-42133143, 98401 03301,9841091117 ieeeprojects@yahoo.com www.impulse.net.in
       Learn to Personalized Image Search From the Photo Sharing
                                Websites
   Abstract
          Increasingly developed social sharing websites like Flickr and Youtube
   allow users to create, share, annotate, and comment medias. The large-scale user-
   generated metadata not only facilitate users in sharing and organizing multimedia
   content, but provide useful information to improve media retrieval and
   management. Personalized search serves as one of such examples where the web
   search experience is improved by generating the returned list according to the
   modified user search intents. In this paper, we exploit the social annotations and
   propose a novel framework simultaneously considering the user and query
   relevance to learn to personalized image search. The basic premise is to embed the
   user preference and query-related search intent into user-specific topic spaces.
   Since the users' original annotation is too sparse for topic modeling, we need to
   enrich users' annotation pool before user-specific topic spaces construction. The
   proposed framework contains two components: (1) a ranking-based
   multicorrelation tensor factorization model is proposed to perform annotation
   prediction, which is considered as users' potential annotations for the images; (2)
   we introduce user-specific topic modeling to map the query relevance and user
   preference into the same user-specific topic space. For performance evaluation,
   two resources involved with users' social activities are employed. Experiments on a
   large-scale Flickr dataset demonstrate the effectiveness of the proposed method.




  Your Own Ideas or Any project from any company can be Implemented
at Better price (All Projects can be done in Java or DotNet whichever the student wants)
                                                                                          1

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1

  • 1. Impulse Technologies Beacons U to World of technology 044-42133143, 98401 03301,9841091117 ieeeprojects@yahoo.com www.impulse.net.in Learn to Personalized Image Search From the Photo Sharing Websites Abstract Increasingly developed social sharing websites like Flickr and Youtube allow users to create, share, annotate, and comment medias. The large-scale user- generated metadata not only facilitate users in sharing and organizing multimedia content, but provide useful information to improve media retrieval and management. Personalized search serves as one of such examples where the web search experience is improved by generating the returned list according to the modified user search intents. In this paper, we exploit the social annotations and propose a novel framework simultaneously considering the user and query relevance to learn to personalized image search. The basic premise is to embed the user preference and query-related search intent into user-specific topic spaces. Since the users' original annotation is too sparse for topic modeling, we need to enrich users' annotation pool before user-specific topic spaces construction. The proposed framework contains two components: (1) a ranking-based multicorrelation tensor factorization model is proposed to perform annotation prediction, which is considered as users' potential annotations for the images; (2) we introduce user-specific topic modeling to map the query relevance and user preference into the same user-specific topic space. For performance evaluation, two resources involved with users' social activities are employed. Experiments on a large-scale Flickr dataset demonstrate the effectiveness of the proposed method. Your Own Ideas or Any project from any company can be Implemented at Better price (All Projects can be done in Java or DotNet whichever the student wants) 1