Local neighborhood difference pattern: A new feature descriptor for natural and texture image retrieval

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dc.contributor.author Verma, Manisha
dc.contributor.author Raman, Balasubramanian
dc.date.accessioned 2017-06-14T10:18:45Z
dc.date.available 2017-06-14T10:18:45Z
dc.date.issued 2017-05
dc.identifier.citation Verma, Manisha and Raman, Balasubramanian, “Local neighborhood difference pattern: A new feature descriptor for natural and texture image retrieval”, Multimedia Tools and Applications, DOI: 10.1007/s11042-017-4834-3, May 2017.
dc.identifier.uri http://dx.doi.org/10.1007/s11042-017-4834-3
dc.identifier.uri https://repository.iitgn.ac.in/handle/123456789/2976
dc.description.abstract A new image retrieval technique using local neighborhood difference pattern (LNDP) has been proposed for local features. The conventional local binary pattern (LBP) transforms every pixel of image into a binary pattern based on their relationship with neighboring pixels. The proposed feature descriptor differs from local binary pattern as it transforms the mutual relationship of all neighboring pixels in a binary pattern. Both LBP and LNDP are complementary to each other as they extract different information using local pixel intensity. In the proposed work, both LBP and LNDP features are combined to extract the most of the information that can be captured using local intensity differences. To prove the excellence of the proposed method, experiments have been conducted on four different databases of texture images and natural images. The performance has been observed using well-known evaluation measures, precision and recall and compared with some state-of-art local patterns. Comparison shows a significant improvement in the proposed method over existing methods. en_US
dc.description.statementofresponsibility by Manisha Verma and Balasubramanian Raman
dc.format.extent vol. 77, no. 10, pp. 11843-11866
dc.language.iso en_US en_US
dc.publisher Springer en_US
dc.subject Content based image retrieval en_US
dc.subject Feature descriptor en_US
dc.subject Texture en_US
dc.subject Local binary pattern en_US
dc.subject Local neighborhood difference pattern en_US
dc.title Local neighborhood difference pattern: A new feature descriptor for natural and texture image retrieval en_US
dc.type Article en_US
dc.relation.journal Multimedia Tools and Applications


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