Computer Science ›› 2016, Vol. 43 ›› Issue (Z11): 252-255.doi: 10.11896/j.issn.1002-137X.2016.11A.058

Previous Articles     Next Articles

Hierarchical Semantic-based Web Intelligent Fashion Image Retrieval Method

GENG Zeng-min, SHANG Shu-yuan, SHAO Xin-yan, ZHOU Yi-ling and MA Lin   

  • Online:2018-12-01 Published:2018-12-01

Abstract: Aiming at the large-scale automatic collection of fashion images from Web,this paper studied how to use association between the accompany text and the concept of fashion images on Web pages to collect images automatically.Based on the acquisition of semantic-based Web content and the drawbacks of HITS (Hyperlink-induced Topic Search) method,a novel SICR (Semantic-based Image Collection Robot) method was proposed to collect the fashion images from Web.The proposed method (SICR),under the support of the hierarchical semantic library,removes Link Farm page in the expansion of root set,does the similarity calculation for anchor text when crawling link pages.In addition,it makes a brief conceptual analysis of the page content before downloading images.The experimental results on the large-scale dataset have demonstrated that the proposed method can overcome the deficiency of only text or link-based analysis and improve the precision rate and recall rate of fashion image retrieval,experimental results demonstrate the effectiveness of SICR.

Key words: Image semantics,Image retrial,Fashion image,Web mining

[1] Paulus M J,Ingersoll R.Digital Wisdom for a Digital Age:Spiri-tuality and Technology in the 21st Century[C]∥Christ and Cascadia.2014
[2] Babenko A,Slesarev A,Chigorin A,et al.Neural codes for image retrieval[M]∥Computer Vision-ECCV 2014.Springer International Publishing,2014:584-599
[3] Wang R X,Peng G H,Zheng H C.A New Image Retrieval Algorithm Based on Sparse Coding[C]∥2015 International Conference on Artificial Intelligence and Industrial Engineering.Atlantis Press,2015
[4] Pandey M,Lazebnik S.Scene recognition and weakly supervised object localization with deformable part-based models[C]∥2011 IEEE International Conference on Computer Vision (ICCV).IEEE,2011:1307-1314
[5] Li L,Li F.OPTIMOL:Automatic online picture collection via incremental model learning[J].International Journal of ComputerVision,2010,8(2):147-168
[6] Cheng Qi-min,et al.Combining SIFT and global features forWeb image classification[M]∥Advances in Multimedia Information Processing-PCM 2012.Springer Berlin Heidelberg,2012:739-747
[7] Pereira R,Lopes L S,Silva A.Semantic image search and subset selection for classifier training in object recognition[M].Progress in Artificial Intelligence.Springer Berlin Heidelberg,2009:338-349
[8] 张磊.大规模互联网图像检索与模式挖掘[J].中国科学信息科学(中文版),2013,43(12):1641-1653
[9] Ishii H,Tempo R,Bai E W.A web aggregation approach for distributed randomized PageRank algorithms[J].IEEE Transactions on Automatic Control,2012,57(11):2703-2717
[10] Singh A,Sharma S.Role of Page ranking algorithm in Searching the Web:A Survey[J].International Journal of Engineering & Technology,Management and Applied Sciences,2014,1(1):39-43
[11] Lappas T,Liu Kun,Terzi E.A Survey of Algorithms and Systems for Expert Location in Social Networks[M]∥Social Network Data Analytics.Springer US,2011:215-241
[12] 吴少华,崔鑫,胡勇.基于 SNA 的网络舆情演变分析方法[J].四川大学学报(工程科学版),2015,47(1):138-142
[13] Dewgun T K,Chauhan P S.A Survey on Web usage Mining:Process,Techniques and Applications[C]∥International Journal of Engineering Research and Technology.ESRSA Publications,2015
[14] 孙颖伟,眭蕴慧,张磊,等.数据挖掘技术在中医病证规律研究中的应用进展[J].北京中医药,2015,34(1):70-74
[15] Liu Xin-yue,Lin Hong-fei,Zhang Cong.An Improved HITS Algorithm Based on Page-query Similarity and Page Popularity[J].Journal of Computers,2012,7(1):130-134
[16] Wu Ming-fang,Hawking D,Turpin A,et al.Using Anchor Text for Homepage and Topic Distillation Search Tasks[J].Journal of the American Society for Information Science and Technology,2012,3(6):1235-1255
[17] Alsoos M,Kheirbek A.A Semantic Approach to Enhance HITS Algorithm for Extracting Associated Concepts using ConceptNet[J].Journal of Digital Information Management,2015,13(1):55
[18] Amin M S,Kabir S,Kabir R.A Score based Web Page Ranking Algorithm[J].International Journal of Computer Applications,2015,110(12):11-15
[19] Saraswathi D,Kavitha R.A new enhanced technique for linkfarm detection[C]∥2012 International Conference on Pattern Recognition,Informatics and Medical Engineering (PRIME).IEEE,2012:74-81
[20] Hatakenaka S,Miura T.Query and topic sensitive pagerank for general documents[C]∥2012 14th IEEE International Symposiumon Web Systems Evolution (WSE).IEEE,2012:97-101
[21] Geng Zeng-min,Li Xue-fei,Liu Yu-yu.Design of an Intelligent Fashion Information System[C]∥TBIS 2011 Advanced Textiles,Fashionable industry.Beijing,China,2011:27-29
[22] 董振东,董强.知网[EB/OL].http://www.keenage.com,2013
[23] 黄仁,王良伟.基于主题相关概念和网页分块的主题爬虫研究[J].计算机应用研究,2013,30(8):2377-2380
[24] 万玉钗,刘峡壁,韩菲霏,等.用于提高谷歌图像搜索结果的二分类器在线学习方法 [J].自动化学报,2014, 40(8):1699-1708
[25] Zhou N,Fan J.Automatic image-text alignment for large-scale Web image indexing and retrieval[J].Pattern Recognition,2015,48(1):205-219

No related articles found!
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
[1] LEI Li-hui and WANG Jing. Parallelization of LTL Model Checking Based on Possibility Measure[J]. Computer Science, 2018, 45(4): 71 -75, 88 .
[2] XIA Qing-xun and ZHUANG Yi. Remote Attestation Mechanism Based on Locality Principle[J]. Computer Science, 2018, 45(4): 148 -151, 162 .
[3] LI Bai-shen, LI Ling-zhi, SUN Yong and ZHU Yan-qin. Intranet Defense Algorithm Based on Pseudo Boosting Decision Tree[J]. Computer Science, 2018, 45(4): 157 -162 .
[4] WANG Huan, ZHANG Yun-feng and ZHANG Yan. Rapid Decision Method for Repairing Sequence Based on CFDs[J]. Computer Science, 2018, 45(3): 311 -316 .
[5] SUN Qi, JIN Yan, HE Kun and XU Ling-xuan. Hybrid Evolutionary Algorithm for Solving Mixed Capacitated General Routing Problem[J]. Computer Science, 2018, 45(4): 76 -82 .
[6] ZHANG Jia-nan and XIAO Ming-yu. Approximation Algorithm for Weighted Mixed Domination Problem[J]. Computer Science, 2018, 45(4): 83 -88 .
[7] WU Jian-hui, HUANG Zhong-xiang, LI Wu, WU Jian-hui, PENG Xin and ZHANG Sheng. Robustness Optimization of Sequence Decision in Urban Road Construction[J]. Computer Science, 2018, 45(4): 89 -93 .
[8] LIU Qin. Study on Data Quality Based on Constraint in Computer Forensics[J]. Computer Science, 2018, 45(4): 169 -172 .
[9] ZHONG Fei and YANG Bin. License Plate Detection Based on Principal Component Analysis Network[J]. Computer Science, 2018, 45(3): 268 -273 .
[10] SHI Wen-jun, WU Ji-gang and LUO Yu-chun. Fast and Efficient Scheduling Algorithms for Mobile Cloud Offloading[J]. Computer Science, 2018, 45(4): 94 -99, 116 .