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
相关论文
共 50 条
  • [1] Effective near-duplicate image detection using perceptual hashing and deep learning
    Jakhar, Yash
    Borah, Malaya Dutta
    INFORMATION PROCESSING & MANAGEMENT, 2025, 62 (04)
  • [2] Filtering Image Spam using Image Semantics and Near-Duplicate Detection
    Qu, Zhaoyang
    Zhang, Yingjin
    ICICTA: 2009 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL I, PROCEEDINGS, 2009, : 600 - 603
  • [3] An Integrated Approach to Near-duplicate Image Detection
    Yang, Heesung
    Park, Hyeyoung
    2023 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE IN INFORMATION AND COMMUNICATION, ICAIIC, 2023, : 425 - 428
  • [4] Using redundant bit vectors for near-duplicate image detection
    Foo, Jun Jie
    Sinha, Ranjan
    ADVANCES IN DATABASES: CONCEPTS, SYSTEMS AND APPLICATIONS, 2007, 4443 : 472 - +
  • [5] Benchmarking unsupervised near-duplicate image detection
    Morra, Lia
    Lamberti, Fabrizio
    EXPERT SYSTEMS WITH APPLICATIONS, 2019, 135 : 313 - 326
  • [6] Fast Near-Duplicate Image Detection Using Uniform Randomized Trees
    Lei, Yanqiang
    Qiu, Guoping
    Zheng, Ligang
    Huang, Jiwu
    ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS, 2014, 10 (04)
  • [7] Near-Duplicate Image Recognition
    Nemirovskiy, V. B.
    Stoyanov, A. K.
    2014 INTERNATIONAL CONFERENCE ON MECHANICAL ENGINEERING, AUTOMATION AND CONTROL SYSTEMS (MEACS), 2014,
  • [8] An Efficient Approach to Web Near-Duplicate Image Detection
    Li, Jun
    Thou, Shan
    Xing, Liang
    Sun, Changyin
    Hu, Weiming
    2013 SECOND IAPR ASIAN CONFERENCE ON PATTERN RECOGNITION (ACPR 2013), 2013, : 186 - 190
  • [9] NEAR-DUPLICATE DETECTION AND ALIGNMENT FOR MULTI-VIEW VIDEOS
    Melloni, A.
    Lameri, S.
    Bestagini, P.
    Tagliasacchi, M.
    Tubaro, S.
    2015 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2015, : 2444 - 2448
  • [10] SALIENT COVARIANCE FOR NEAR-DUPLICATE IMAGE AND VIDEO DETECTION
    Zheng, Ligang
    Qiu, Guoping
    Huang, Jiwu
    Fu, Hao
    2011 18TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2011,