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dc.contributor.authorHamreras, Safa
dc.contributor.authorBenitez-Rochel, Rafaela 
dc.contributor.authorBoucheham, Bachir
dc.contributor.authorMolina-Cabello, Miguel A.
dc.contributor.authorLópez-Rubio, Ezequiel 
dc.date.accessioned2019-06-07T08:15:07Z
dc.date.available2019-06-07T08:15:07Z
dc.date.created2019
dc.date.issued2019-06-07
dc.identifier.urihttps://hdl.handle.net/10630/17778
dc.descriptionHamreras S., Benítez-Rochel R., Boucheham B., Molina-Cabello M.A., López-Rubio E. (2019) Content Based Image Retrieval by Convolutional Neural Networks. In: Ferrández Vicente J., Álvarez-Sánchez J., de la Paz López F., Toledo Moreo J., Adeli H. (eds) From Bioinspired Systems and Biomedical Applications to Machine Learning. IWINAC 2019. Lecture Notes in Computer Science, vol 11487. Springer.en_US
dc.description.abstractIn this paper, we present a Convolutional Neural Network (CNN) for feature extraction in Content based Image Retrieval (CBIR). The proposed CNN aims at reducing the semantic gap between low level and high-level features. Thus, improving retrieval results. Our CNN is the result of a transfer learning technique using Alexnet pretrained network. It learns how to extract representative features from a learning database and then uses this knowledge in query feature extraction. Experimentations performed on Wang (Corel 1K) database show a significant improvement in terms of precision over the state of the art classic approaches.en_US
dc.description.sponsorshipUniversidad de Málaga. Campus de Excelencia Internacional Andalucía Tech.en_US
dc.language.isoengen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectComputación, Teoría de laen_US
dc.subjectInformáticaen_US
dc.subject.othercontent based retrievalen_US
dc.subject.otherimage processingen_US
dc.subject.otherconvolutional neural networksen_US
dc.titleContent Based Image Retrieval by Convolutional Neural Networksen_US
dc.typeinfo:eu-repo/semantics/bookParten_US
dc.centroE.T.S.I. Informáticaen_US
dc.relation.eventtitle8th International Work-Conference on the Interplay between Natural and Artificial Computationen_US
dc.relation.eventplaceAlmería, Españaen_US
dc.relation.eventdateJunio de 2019en_US


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