A Back End System for Digital Image Library Organization Based on Concept Learning
We present a back-end system which organizes digital image libraries according to a user-defined concept. The concept is extracted from a set of images that the user submits to the system as its representative instances. A relevance feedback procedure, implemented with SVM-based incremental learning...
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| creator | Lampropoulou, P.S. Sotiropoulos, D.N. Lampropoulos, A.S. Tsihrintzis, G.A. |
| description | We present a back-end system which organizes digital image libraries according to a user-defined concept. The concept is extracted from a set of images that the user submits to the system as its representative instances. A relevance feedback procedure, implemented with SVM-based incremental learning algorithms, tunes a classifier that discriminates between concept-relevant and concept-irrelevant images. The system is fully developed and experimentally tested with success. |
| doi_str_mv | 10.1109/ITNG.2009.320 |
| format | Conference Proceeding |
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The system is fully developed and experimentally tested with success.</description><subject>Content based retrieval</subject><subject>Digital images</subject><subject>Image databases</subject><subject>Image retrieval</subject><subject>Informatics</subject><subject>Information retrieval</subject><subject>Information technology</subject><subject>Iterative algorithms</subject><subject>Machine learning</subject><subject>Software libraries</subject><isbn>1424437709</isbn><isbn>9781424437702</isbn><isbn>9780769535968</isbn><isbn>0769535968</isbn><fulltext>true</fulltext><rsrctype>conference_proceeding</rsrctype><creationdate>2009</creationdate><recordtype>conference_proceeding</recordtype><sourceid>6IE</sourceid><sourceid>RIE</sourceid><recordid>eNotjj1PwzAURY0QElAyMrH4DyQ8f8X2WEJbIkVUgjJXL4kdGVqnSrKUX08Q3OXe5VwdQu4ZZIyBfSx3r5uMA9hMcLggidUGdG6VUDY3l-SWSS6l0BrsNUnG8RPmSMUFtzfkbUmfsPmiq9jS9_M4uSP1_UCfQxcmPNDyiJ2jVagHHM50O3QYwzdOoY8zNrqWzqPoY-NOE60cDjHE7o5ceTyMLvnvBflYr3bFS1ptN2WxrNLAtJpSlNhCraDNjdCt8cooj43Q6LCRXnmlarS_5mgE5k7VQnjHOavBGCtrLRbk4e83OOf2pyEcZ8e9Ag3a5uIHV2pPNw</recordid><startdate>200904</startdate><enddate>200904</enddate><creator>Lampropoulou, P.S.</creator><creator>Sotiropoulos, D.N.</creator><creator>Lampropoulos, A.S.</creator><creator>Tsihrintzis, G.A.</creator><general>IEEE</general><scope>6IE</scope><scope>6IL</scope><scope>CBEJK</scope><scope>RIE</scope><scope>RIL</scope></search><sort><creationdate>200904</creationdate><title>A Back End System for Digital Image Library Organization Based on Concept Learning</title><author>Lampropoulou, P.S. ; Sotiropoulos, D.N. ; Lampropoulos, A.S. ; Tsihrintzis, G.A.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-i175t-a4ad0b50d6837d8f585fac37aeac4f5f55ba94244a83a6e5b33fe221b08894b73</frbrgroupid><rsrctype>conference_proceedings</rsrctype><prefilter>conference_proceedings</prefilter><language>eng</language><creationdate>2009</creationdate><topic>Content based retrieval</topic><topic>Digital images</topic><topic>Image databases</topic><topic>Image retrieval</topic><topic>Informatics</topic><topic>Information retrieval</topic><topic>Information technology</topic><topic>Iterative algorithms</topic><topic>Machine learning</topic><topic>Software libraries</topic><toplevel>online_resources</toplevel><creatorcontrib>Lampropoulou, P.S.</creatorcontrib><creatorcontrib>Sotiropoulos, D.N.</creatorcontrib><creatorcontrib>Lampropoulos, A.S.</creatorcontrib><creatorcontrib>Tsihrintzis, G.A.</creatorcontrib><collection>IEEE Electronic Library (IEL) Conference Proceedings</collection><collection>IEEE Proceedings Order Plan All Online (POP All Online) 1998-present by volume</collection><collection>IEEE Xplore All Conference Proceedings</collection><collection>IEEE Electronic Library (IEL)</collection><collection>IEEE Proceedings Order Plans (POP All) 1998-Present</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Lampropoulou, P.S.</au><au>Sotiropoulos, D.N.</au><au>Lampropoulos, A.S.</au><au>Tsihrintzis, G.A.</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>A Back End System for Digital Image Library Organization Based on Concept Learning</atitle><btitle>2009 Sixth International Conference on Information Technology: New Generations</btitle><stitle>ITNG</stitle><date>2009-04</date><risdate>2009</risdate><spage>1250</spage><epage>1255</epage><pages>1250-1255</pages><isbn>1424437709</isbn><isbn>9781424437702</isbn><eisbn>9780769535968</eisbn><eisbn>0769535968</eisbn><abstract>We present a back-end system which organizes digital image libraries according to a user-defined concept. 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| ispartof | 2009 Sixth International Conference on Information Technology: New Generations, 2009, p.1250-1255 |
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| language | eng |
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| source | IEEE Electronic Library (IEL) Conference Proceedings |
| subjects | Content based retrieval Digital images Image databases Image retrieval Informatics Information retrieval Information technology Iterative algorithms Machine learning Software libraries |
| title | A Back End System for Digital Image Library Organization Based on Concept Learning |
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