BASIL: Effective Near-Duplicate Image Detection Using Gene Sequence Alignment

被引:0
|
作者
Kim, Hung-sik [1 ]
Chang, Hau-Wen [1 ]
Lee, Jeongkyu [2 ]
Lee, Dongwon [3 ]
机构
[1] Penn State Univ, Comp Sci & Engn, University Pk, PA 16802 USA
[2] Univ Bridgeport, Comp Sci & Engn, Bridgeport, CT 06601 USA
[3] Penn State Univ, Coll Informat Sci & Technol, University Pk, PA 16802 USA
关键词
Image Matching; CBIR; NDID; BLAST; Copy detection;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Finding near-duplicate images is a task often found in Multimedia Information Retrieval (MIR). Toward this effort; we propose a novel idea by bridging two seemingly unrelated fields MIR and Biology That is, we propose to use the popular gene sequence alignment algorithm in Biology, i.e.. BLAST, in detecting near-duplicate images. Under the new idea, we study how various image features and gene sequence generation methods (using gene alphabets such as A, C. G. and T in DNA sequences) affect the accuracy and performance of detecting near-duplicate images. Our proposal, termed as BLASTed Image Linkage (BASIL), is empirically validated using various real data sets. This work can lie viewed as the "first" step toward bridging MIR and Biology fields in the well-studied near-duplicate image detection problem.
引用
收藏
页码:229 / +
页数:2
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