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Link to original content: https://api.crossref.org/works/10.1142/S0219691319410017
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In DELBP, direction of a referenced pixel is determined by considering every neighboring pixel for derivative calculations which results in 256 directions. For this resultant direction encoded image, we have obtained LBP which is considered as feature vector. The proposed method\u2019s performance is compared to that of Local Tetra Patterns (LTrP) using benchmark image databases viz., Corel 1000 (DB1) and Brodatz textures (DB2). Performance analysis shows that LOtP improves the average precision from 59.31% to 64.36% on DB1, and from 83.24% to 85.95% on DB2, LHdP improves it to 65.82% on DB1 and to 87.49% on DB2 and DELBP improves it to 60.35% on DB1 and to 86.12% on DB2 as compared to that of LTrP. Also, DELBP reduces the feature vector length by 66.62% as compared to that of LTrP. To reduce the retrieval time, the proposed algorithms are implemented on a Hadoop cluster consisting of 116 nodes and tested using Corel 10K (DB3), Mirflickr 100,000 (DB4) and ImageNet 511,380 (DB5) databases. <\/jats:p>","DOI":"10.1142\/s0219691319410017","type":"journal-article","created":{"date-parts":[[2019,1,22]],"date-time":"2019-01-22T06:37:47Z","timestamp":1548139067000},"page":"1941001","source":"Crossref","is-referenced-by-count":7,"title":["Content-based image retrieval using local texture features in distributed environment"],"prefix":"10.1142","volume":"18","author":[{"ORCID":"http:\/\/orcid.org\/0000-0003-1049-7949","authenticated-orcid":false,"given":"U. S. 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