{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,12]],"date-time":"2025-10-12T04:23:08Z","timestamp":1760242988762,"version":"build-2065373602"},"reference-count":10,"publisher":"MDPI AG","issue":"2","license":[{"start":{"date-parts":[[2015,4,16]],"date-time":"2015-04-16T00:00:00Z","timestamp":1429142400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Symmetry"],"abstract":"<jats:p>In order to prevent drug abuse or misuse cases and avoid over-prescriptions, it is necessary for medicine taker to be provided with detailed information about the medicine. In this paper, we propose a drug information system and develop an application to provide information through drug image recognition using a smartphone. We designed a  contents-based drug image search algorithm using the color, shape and imprint of drug. Our convenient application can provide users with detailed information about drugs and prevent drug misuse.<\/jats:p>","DOI":"10.3390\/sym7020376","type":"journal-article","created":{"date-parts":[[2015,4,16]],"date-time":"2015-04-16T10:37:57Z","timestamp":1429180677000},"page":"376-382","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["A Development of Hybrid Drug Information System Using Image Recognition"],"prefix":"10.3390","volume":"7","author":[{"given":"HwaMin","family":"Lee","sequence":"first","affiliation":[{"name":"Department of Computer Software Engineering, Soonchunhyang University, Asan 336-745,  South Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Doo-Soon","family":"Park","sequence":"additional","affiliation":[{"name":"Department of Computer Software Engineering, Soonchunhyang University, Asan 336-745,  South Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Min-Hyung","family":"Choi","sequence":"additional","affiliation":[{"name":"Department of Computer Science & Engineering, University of Colorado Denver, Denver,  CO 80217, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2015,4,16]]},"reference":[{"key":"ref_1","unstructured":"Available online: http:\/\/www.dailypharm.com\/News\/174530."},{"key":"ref_2","unstructured":"Gyeung-Rye, K. (2008). Research on the Actual Condition for Medicine Side-effects, Korea Consumer Agency."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"238","DOI":"10.1007\/978-3-540-70540-6_35","article-title":"Automated Drug Information System for Aged and Visually Impaired Persons","volume":"5105","author":"Miesenberger","year":"2008","journal-title":"Computers Helping People with Special Needs"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"1039","DOI":"10.1093\/bioinformatics\/btt639","article-title":"CheNER: Chemical named entity recognizer","volume":"30","author":"Alves","year":"2014","journal-title":"Bioinformatics"},{"key":"ref_5","unstructured":"Available online: http:\/\/druginfo.nlm.nih.gov\/."},{"key":"ref_6","unstructured":"Available online: http:\/\/www.drugs.com\/."},{"key":"ref_7","unstructured":"Available online: http:\/\/www.drugguide.com\/."},{"key":"ref_8","unstructured":"Available online: http:\/\/www.druginfo.co.kr\/."},{"key":"ref_9","unstructured":"Available online: http:\/\/health.naver.com\/."},{"key":"ref_10","unstructured":"(2014). Drug information handbook, Lexicomp. [23rd ed]."}],"container-title":["Symmetry"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2073-8994\/7\/2\/376\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T20:44:52Z","timestamp":1760215492000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2073-8994\/7\/2\/376"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,4,16]]},"references-count":10,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2015,6]]}},"alternative-id":["sym7020376"],"URL":"https:\/\/doi.org\/10.3390\/sym7020376","relation":{},"ISSN":["2073-8994"],"issn-type":[{"type":"electronic","value":"2073-8994"}],"subject":[],"published":{"date-parts":[[2015,4,16]]}}}