{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,13]],"date-time":"2025-10-13T19:55:58Z","timestamp":1760385358210,"version":"build-2065373602"},"reference-count":48,"publisher":"Wiley","issue":"12","license":[{"start":{"date-parts":[[2014,5,2]],"date-time":"2014-05-02T00:00:00Z","timestamp":1398988800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["60903132"],"award-info":[{"award-number":["60903132"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61232011"],"award-info":[{"award-number":["61232011"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Industry-academy-research Project of Guangdong","award":["2011A091000032"],"award-info":[{"award-number":["2011A091000032"]}]},{"name":"National Key Basic Research and Development Program of China (973)","award":["2013CB329505"],"award-info":[{"award-number":["2013CB329505"]}]},{"name":"National Key Technology R&D Program","award":["2011BAH27B01, 2011BHA16B08"],"award-info":[{"award-number":["2011BAH27B01, 2011BHA16B08"]}]},{"name":"NSFC-Guangdong Joint Fund","award":["U0935004, U1135003, U1135005, U1201252"],"award-info":[{"award-number":["U0935004, U1135003, U1135005, U1201252"]}]},{"name":"Special Foundation of Industry Development for Biology, Internet, New Energy and New Material of Shenzhen","award":["JC201104220324A"],"award-info":[{"award-number":["JC201104220324A"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Asso for Info Science &amp; Tech"],"published-print":{"date-parts":[[2014,12]]},"abstract":"<jats:p>Visually assisted product image search has gained increasing popularity because of its capability to greatly improve end users' e\u2010commerce shopping experiences. Different from general\u2010purpose content\u2010based image retrieval (<jats:styled-content style=\"fixed-case\">CBIR<\/jats:styled-content>) applications, the specific goal of product image search is to retrieve and rank relevant products from a large\u2010scale product database to visually assist a user's online shopping experience. In this paper, we explore the problem of product image search through salient edge characterization and analysis, for which we propose a novel image search method coupled with an interactive user region\u2010of\u2010interest indication function. Given a product image, the proposed approach first extracts an edge map, based on which contour curves are further extracted. We then segment the extracted contours into fragments according to the detected contour corners. After that, a set of salient edge elements is extracted from each product image. Based on salient edge elements matching and similarity evaluation, the method derives a new pairwise image similarity estimate. Using the new image similarity, we can then retrieve product images. To evaluate the performance of our algorithm, we conducted 120 sessions of querying experiments on a data set comprised of around 13k product images collected from multiple, real\u2010world e\u2010commerce websites. We compared the performance of the proposed method with that of a bag\u2010of\u2010words method (Philbin, Chum, Isard, Sivic, &amp; Zisserman, 2008) and a Pyramid Histogram of Orientated Gradients (<jats:styled-content style=\"fixed-case\">PHOG<\/jats:styled-content>) method (Bosch, Zisserman, &amp; Munoz, 2007). Experimental results demonstrate that the proposed method improves the performance of example\u2010based product image retrieval.<\/jats:p>","DOI":"10.1002\/asi.23136","type":"journal-article","created":{"date-parts":[[2014,5,2]],"date-time":"2014-05-02T12:12:48Z","timestamp":1399032768000},"page":"2534-2551","source":"Crossref","is-referenced-by-count":8,"title":["A new algorithm for product image search based on salient edge characterization"],"prefix":"10.1002","volume":"65","author":[{"given":"Yuhua","family":"Li","sequence":"first","affiliation":[{"name":"National Engineering Research Center of Digital Life State\u2010Province Joint Laboratory of Digital Home Interactive Applications School of Information Science &amp; Technology Sun Yat\u2010sen University  Guangzhou 510006 China"},{"name":"Shenzhen Digital Home Key Technology Engineering Laboratory Research Institute of Sun Yat\u2010sen University in Shenzhen  Shenzhen 518057 China"}]},{"given":"Songhua","family":"Xu","sequence":"additional","affiliation":[{"name":"Department of Information Systems College of Computing Sciences New Jersey Institute of Technology, University Heights  Newark NJ 07102 USA"}]},{"given":"Xiaonan","family":"Luo","sequence":"additional","affiliation":[{"name":"National Engineering Research Center of Digital Life State\u2010Province Joint Laboratory of Digital Home Interactive Applications School of Information Science &amp; Technology Sun Yat\u2010sen University  Guangzhou 510006 China"},{"name":"Shenzhen Digital Home Key Technology Engineering Laboratory Research Institute of Sun Yat\u2010sen University in Shenzhen  Shenzhen 518057 China"}]},{"given":"Shujin","family":"Lin","sequence":"additional","affiliation":[{"name":"School of Communication and Design Sun Yat\u2010sen University  Guangzhou 510006 China"}]}],"member":"311","published-online":{"date-parts":[[2014,5,2]]},"reference":[{"key":"e_1_2_8_2_1","doi-asserted-by":"publisher","DOI":"10.1504\/IJSISE.2010.038020"},{"key":"e_1_2_8_3_1","doi-asserted-by":"publisher","DOI":"10.1017\/S0952523803201061"},{"key":"e_1_2_8_4_1","doi-asserted-by":"crossref","unstructured":"Bo G.P. Kyoung M.L. &Sang U.L.(2008).Color\u2010based image retrieval using perceptually modified Hausdorff distance. EURASIP Journal on Image and Video Processing 2008.","DOI":"10.1155\/2008\/263071"},{"key":"e_1_2_8_5_1","doi-asserted-by":"crossref","unstructured":"Bolle R.M. Connell J.H. Pankanti S. Ratha N.K. &Senior A.W.(2005).The relation between the ROC curve and the CMC. Paper presented at the Fourth IEEE Workshop on Automatic Identification Advanced Technologies 2005 pp. 15\u201320.","DOI":"10.1109\/AUTOID.2005.48"},{"key":"e_1_2_8_6_1","doi-asserted-by":"publisher","DOI":"10.1002\/asi.21286"},{"key":"e_1_2_8_7_1","doi-asserted-by":"crossref","unstructured":"Bosch A. Zisserman A. &Munoz X.(2007). Representing shape with a spatial pyramid kernel. Paper presented at the Proceedings of the 6th ACM International Conference on Image and Video Retrieval.","DOI":"10.1145\/1282280.1282340"},{"key":"e_1_2_8_8_1","first-page":"403","article-title":"Estimation of curve similarity using turning functions","volume":"15","author":"Cakmakov D.","year":"2004","journal-title":"International Journal of Applied Mathematics"},{"key":"e_1_2_8_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2002.1023800"},{"key":"e_1_2_8_10_1","doi-asserted-by":"crossref","unstructured":"Chans Y. Lei Z. Lopresti D.P. &Kung S.\u2010Y.(1997).Feature\u2010based approach for image retrieval by sketch. Paper presented at the Voice Video and Data Communications.","DOI":"10.1117\/12.290343"},{"key":"e_1_2_8_11_1","doi-asserted-by":"crossref","unstructured":"Chum O. Mikulik A. Perdoch M. &Matas J.(2011). Total recall II: Query expansion revisited. Paper presented at the IEEE Conference on Computer Vision and Pattern Recognition (CVPR).","DOI":"10.1109\/CVPR.2011.5995601"},{"key":"e_1_2_8_12_1","doi-asserted-by":"crossref","unstructured":"Chum O. Philbin J. Sivic J. Isard M. &Zisserman A.(2007). Total recall: Automatic query expansion with a generative feature model for object retrieval. Paper presented at the IEEE 11th International Conference on Computer Vision (pp. 1\u20138). IEEE.","DOI":"10.1109\/ICCV.2007.4408891"},{"key":"e_1_2_8_13_1","doi-asserted-by":"crossref","unstructured":"Cui J. Wen F. &Tang X.(2008).Intentsearch: Interactive on\u2010line image search re\u2010ranking. Paper presented at the Proceedings of the 16th ACM International Conference on Multimedia.","DOI":"10.1145\/1459359.1459547"},{"key":"e_1_2_8_14_1","doi-asserted-by":"crossref","unstructured":"Cui J. Wen F. &Tang X.(2010 July). User intention modeling for interactive image retrieval. In the IEEE International Conference on Multimedia and Expo (ICME) (pp. 1517\u20131522). IEEE.","DOI":"10.1109\/ICME.2010.5583220"},{"key":"e_1_2_8_15_1","unstructured":"Dalal N. &Triggs B.(2005). Histograms of oriented gradients for human detection. Paper presented at the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR)."},{"key":"e_1_2_8_16_1","doi-asserted-by":"publisher","DOI":"10.1109\/34.910881"},{"key":"e_1_2_8_17_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2006.12.015"},{"key":"e_1_2_8_18_1","doi-asserted-by":"publisher","DOI":"10.1117\/1.2931681"},{"key":"e_1_2_8_19_1","unstructured":"IntentSearch. (2008).http:\/\/mmlab.ie.cuhk.edu.hk"},{"key":"e_1_2_8_20_1","doi-asserted-by":"publisher","DOI":"10.1002\/asi.21358"},{"key":"e_1_2_8_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/582415.582418"},{"key":"e_1_2_8_22_1","doi-asserted-by":"crossref","unstructured":"Jing Y. &Baluja S.(2008). Pagerank for product image search. Paper presented at the Proceedings of the 17th international conference on World Wide Web.","DOI":"10.1145\/1367497.1367540"},{"key":"e_1_2_8_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2004.826125"},{"key":"e_1_2_8_24_1","doi-asserted-by":"crossref","unstructured":"Kherfi M.L. Ziou D. &Bernardi A.(2002). Learning from negative example in relevance feedback for content\u2010based image retrieval. Proceedings of the 16th International Conference on Pattern Recognition.","DOI":"10.1109\/ICPR.2002.1048458"},{"key":"e_1_2_8_25_1","doi-asserted-by":"publisher","DOI":"10.1002\/asi.20163"},{"key":"e_1_2_8_26_1","unstructured":"Lin X. Gokturk B. Sumengen B. &Vu D.(2008). Visual search engine for product images. Paper presented at the Electronic Imaging 2008."},{"key":"e_1_2_8_27_1","doi-asserted-by":"publisher","DOI":"10.1023\/B:VISI.0000029664.99615.94"},{"key":"e_1_2_8_28_1","doi-asserted-by":"publisher","DOI":"10.1109\/2.410154"},{"key":"e_1_2_8_29_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-15558-1_1"},{"volume-title":"Managing gigabytes: Compressing and indexing documents and images","year":"1999","author":"Moffat A.A.","key":"e_1_2_8_30_1"},{"key":"e_1_2_8_31_1","doi-asserted-by":"publisher","DOI":"10.1109\/34.735812"},{"key":"e_1_2_8_32_1","doi-asserted-by":"crossref","unstructured":"Munich M.E. &Perona P.(1999). Continuous dynamic time warping for translation\u2010invariant curve alignment with applications to signature verification. Paper presented at the Proceedings of the Seventh IEEE International Conference on Computer Vision.","DOI":"10.1109\/ICCV.1999.791205"},{"key":"e_1_2_8_33_1","doi-asserted-by":"publisher","DOI":"10.1093\/comjnl\/26.4.354"},{"key":"e_1_2_8_34_1","doi-asserted-by":"crossref","unstructured":"Philbin J. Chum O. Isard M. Sivic J. &Zisserman A.(2007).Object retrieval with large vocabularies and fast spatial matching. Paper presented at the IEEE Conference on Computer Vision and Pattern Recognition.","DOI":"10.1109\/CVPR.2007.383172"},{"key":"e_1_2_8_35_1","doi-asserted-by":"crossref","unstructured":"Philbin J. Chum O. Isard M. Sivic J. &Zisserman A.(2008). Lost in quantization: Improving particular object retrieval in large scale image databases. Paper presented at the IEEE Conference on Computer Vision and Pattern Recognition (CVPR).","DOI":"10.1109\/CVPR.2008.4587635"},{"key":"e_1_2_8_36_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-15558-1_49"},{"key":"e_1_2_8_37_1","doi-asserted-by":"publisher","DOI":"10.1002\/asi.20792"},{"key":"e_1_2_8_38_1","doi-asserted-by":"publisher","DOI":"10.1002\/asi.20357"},{"key":"e_1_2_8_39_1","doi-asserted-by":"crossref","unstructured":"Sivic J. &Zisserman A.(2003). Video Google: A text retrieval approach to object matching in videos. Proceedings of the Ninth IEEE International Conference on Computer Vision.","DOI":"10.1109\/ICCV.2003.1238663"},{"key":"e_1_2_8_40_1","doi-asserted-by":"publisher","DOI":"10.1002\/asi.21659"},{"key":"e_1_2_8_41_1","doi-asserted-by":"crossref","unstructured":"Vu K. Hua K.A. &Jiang N.(2003). Improving image retrieval effectiveness in query\u2010by\u2010example environment. Paper presented at the Proceedings of the 2003 ACM Symposium on Applied Computing.","DOI":"10.1145\/952680.952685"},{"key":"e_1_2_8_42_1","unstructured":"Wang J. Hua X. &Zhao Y.(2009).Color\u2010structured image search. Microsoft Research Asian Technical Report."},{"key":"e_1_2_8_43_1","doi-asserted-by":"crossref","unstructured":"Wang C. Li Z. &Zhang L.(2010). MindFinder: Image search by interactive sketching and tagging. Paper presented at the Proceedings of the 19th International Conference on World Wide Web.","DOI":"10.1145\/1772690.1772909"},{"key":"e_1_2_8_44_1","unstructured":"Wu Z. Ke Q. Isard M. &Sun J.(2009).Bundling features for large scale partial\u2010duplicate web image search. Paper presented at the IEEE Conference on Computer Vision and Pattern Recognition."},{"key":"e_1_2_8_45_1","doi-asserted-by":"crossref","first-page":"485","DOI":"10.1145\/2063576.2063650","volume-title":"Proceedings of the 20th ACM International Conference on Information and Knowledge Management","author":"Xu S.","year":"2011"},{"key":"e_1_2_8_46_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2008.199"},{"key":"e_1_2_8_47_1","doi-asserted-by":"crossref","unstructured":"Zhang Y. Jia Z. &Chen T.(2011). Image retrieval with geometry\u2010preserving visual phrases. Paper presented at the IEEE Conference on Computer Vision and Pattern Recognition (CVPR).","DOI":"10.1109\/CVPR.2011.5995528"},{"key":"e_1_2_8_48_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0167-8655(00)00124-0"},{"key":"e_1_2_8_49_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00530-002-0070-3"}],"container-title":["Journal of the Association for Information Science and Technology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.wiley.com\/onlinelibrary\/tdm\/v1\/articles\/10.1002%2Fasi.23136","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/asistdl.onlinelibrary.wiley.com\/doi\/pdf\/10.1002\/asi.23136","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,8]],"date-time":"2025-10-08T12:24:56Z","timestamp":1759926296000},"score":1,"resource":{"primary":{"URL":"https:\/\/asistdl.onlinelibrary.wiley.com\/doi\/10.1002\/asi.23136"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,5,2]]},"references-count":48,"journal-issue":{"issue":"12","published-print":{"date-parts":[[2014,12]]}},"alternative-id":["10.1002\/asi.23136"],"URL":"https:\/\/doi.org\/10.1002\/asi.23136","archive":["Portico"],"relation":{},"ISSN":["2330-1635","2330-1643"],"issn-type":[{"type":"print","value":"2330-1635"},{"type":"electronic","value":"2330-1643"}],"subject":[],"published":{"date-parts":[[2014,5,2]]}}}