{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T18:40:36Z","timestamp":1771699236292,"version":"3.50.1"},"reference-count":65,"publisher":"World Scientific Pub Co Pte Ltd","issue":"05","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Image Grap."],"published-print":{"date-parts":[[2023,9]]},"abstract":"<jats:p>Polycystic Ovary Syndrome (PCOS) is one of the growing non-communicable diseases in those women who do not take proper nutrients in their meals. Medically, it is not proven that an unhealthy diet is the only cause of PCOS, but it is one of the major causes behind this disease. PCOS is an endocrine disorder that influences 8\u201310% of women at their reproductive age and may cause infertility or other health problems. Deep Learning (DL) is a popular technique to classify the food images for identifying the nutrients in the food. This work considers food image datasets (FOOD-101, UEC-256, UEC-100, etc.) to analyze the food image using pre-trained Convolutional Neural Network (CNN) and a nutritional information dataset for identifying the nutrients in food. The proposed study aims to find the solution to overcome the PCOS problem in women by tracking nutrient intake using food images and recommending the diet. Further, this study will also provide comprehensive review of image classification and recommendation techniques that may help the dieticians to track the nutrient intake using food images provided by PCOS patients to overcome the disease.<\/jats:p>","DOI":"10.1142\/s0219467823500432","type":"journal-article","created":{"date-parts":[[2022,6,29]],"date-time":"2022-06-29T16:05:51Z","timestamp":1656518751000},"source":"Crossref","is-referenced-by-count":18,"title":["Food Image-based Nutritional Management System to Overcome Polycystic Ovary Syndrome using DeepLearning: A Systematic Review"],"prefix":"10.1142","volume":"23","author":[{"given":"Rajdeep","family":"Kaur","sequence":"first","affiliation":[{"name":"Department of Computer Science & Engineering, Chandigarh University, Mohali, Punjab 140413, India"}]},{"given":"Rakesh","family":"Kumar","sequence":"additional","affiliation":[{"name":"Department of Computer Science & Engineering, Chandigarh University, Mohali, Punjab 140413, India"}]},{"given":"Meenu","family":"Gupta","sequence":"additional","affiliation":[{"name":"Department of Computer Science & Engineering, Department of University Centre for Research & Development, Chandigarh University, Mohali, Punjab 140413, India"}]}],"member":"219","published-online":{"date-parts":[[2022,6,29]]},"reference":[{"key":"S0219467823500432BIB001","doi-asserted-by":"crossref","first-page":"96695","DOI":"10.1109\/ACCESS.2019.2929413","volume":"7","author":"Toledo R. Y.","year":"2019","journal-title":"IEEE Access"},{"key":"S0219467823500432BIB002","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1016\/j.mehy.2019.01.019","volume":"124","author":"Rodgers R. J.","year":"2019","journal-title":"Medical Hypotheses"},{"key":"S0219467823500432BIB003","doi-asserted-by":"crossref","first-page":"2260","DOI":"10.1145\/3292500.3330734","volume-title":"Proc. ACM SIGKDD In Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining","author":"Sahoo D.","year":"2019"},{"key":"S0219467823500432BIB004","doi-asserted-by":"crossref","first-page":"47477","DOI":"10.1109\/ACCESS.2020.2973625","volume":"8","author":"Jiang L.","year":"2020","journal-title":"IEEE Access"},{"issue":"4","key":"S0219467823500432BIB005","doi-asserted-by":"crossref","first-page":"245","DOI":"10.1111\/tog.12519","volume":"20","author":"Chandrasekaran S.","year":"2018","journal-title":"Obstetrics & Gynaecology"},{"key":"S0219467823500432BIB006","doi-asserted-by":"crossref","first-page":"816","DOI":"10.1109\/CESYS.2018.8724087","volume-title":"2018 3rd International Conference on Communication and Electronics Systems (ICCES)","author":"Soni P.","year":"2018"},{"key":"S0219467823500432BIB007","volume":"3","author":"Lim S. S.","year":"2019","journal-title":"Cochrane Database of Systematic Reviews"},{"issue":"1","key":"S0219467823500432BIB008","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/s41467-020-19003-5","volume":"11","author":"Rodriguez Paris V.","year":"2020","journal-title":"Nature Communications"},{"key":"S0219467823500432BIB009","doi-asserted-by":"crossref","first-page":"S429","DOI":"10.1016\/j.dsx.2017.03.030","volume":"11","author":"Faghfoori Z.","year":"2017","journal-title":"Diabetes & Metabolic Syndrome: Clinical Research & Reviews"},{"key":"S0219467823500432BIB010","doi-asserted-by":"crossref","first-page":"1079","DOI":"10.1007\/s00404-014-3433-z","volume":"290","author":"Rondanelli M.","year":"2014","journal-title":"Archives of Gynecology and Obstetrics"},{"key":"S0219467823500432BIB011","doi-asserted-by":"crossref","first-page":"540","DOI":"10.1145\/3316782.3322760","volume-title":"Proc. 12th ACM Int. Conf. PErvasive Technologies Related to Assistive Environments","author":"Theodoridis T.","year":"2019"},{"issue":"3","key":"S0219467823500432BIB012","volume":"8","author":"Bruno V.","year":"2017","journal-title":"Journal of Health & Medical Informatics"},{"key":"S0219467823500432BIB013","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3041658","volume":"36","author":"Yang L.","year":"2017","journal-title":"ACM Transactions on Information Systems (TOIS)"},{"issue":"6","key":"S0219467823500432BIB014","doi-asserted-by":"crossref","first-page":"521","DOI":"10.4162\/nrp.2019.13.6.521","volume":"13","author":"Park S. J.","year":"2019","journal-title":"Nutrition Research and Practice"},{"key":"S0219467823500432BIB015","first-page":"367","volume-title":"Proc. on Thematic Workshops of ACM Multimedia","author":"Ege T.","year":"2017"},{"key":"S0219467823500432BIB016","doi-asserted-by":"crossref","first-page":"390","DOI":"10.1109\/TCE.2018.2867802","volume":"64","author":"Sundaravadivel P.","year":"2018","journal-title":"IEEE Transactions on Consumer Electronics"},{"key":"S0219467823500432BIB017","first-page":"37","volume-title":"International Conference on Smart Homes and Health Telematics","author":"Liu C.","year":"2016"},{"key":"S0219467823500432BIB018","first-page":"24","volume":"2216","author":"Leipold N.","year":"2018","journal-title":"HealthRecSys@ RecSys"},{"key":"S0219467823500432BIB019","doi-asserted-by":"crossref","first-page":"46","DOI":"10.1109\/PERCOMW.2018.8480404","volume-title":"2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","author":"Ribeiro J.","year":"2018"},{"key":"S0219467823500432BIB020","first-page":"56","volume-title":"2018 10th Computer Science and Electronic Engineering (CEEC)","author":"Mohammed H. A.","year":"2019"},{"issue":"1","key":"S0219467823500432BIB021","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1007\/s10799-015-0218-4","volume":"17","author":"Jung H.","year":"2016","journal-title":"Information Technology and Management"},{"key":"S0219467823500432BIB022","doi-asserted-by":"crossref","first-page":"64","DOI":"10.1016\/j.csi.2016.10.010","volume":"54","author":"Bianchini D.","year":"2017","journal-title":"Computer Standards & Interfaces"},{"key":"S0219467823500432BIB023","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1111\/exsy.12143","volume":"33","author":"Esp\u00edn V.","year":"2016","journal-title":"Expert Systems"},{"issue":"10","key":"S0219467823500432BIB024","first-page":"466","volume":"21","author":"Norouzi S.","year":"2018","journal-title":"Archives of Iranian Medicine"},{"key":"S0219467823500432BIB025","first-page":"2910","volume":"11","author":"Rehman F.","year":"2017","journal-title":"KSII Transactions on Internet and Information Systems"},{"key":"S0219467823500432BIB026","first-page":"1","volume-title":"Proc. 8th Int. Conf. Web Intelligence, Mining and Semantics","author":"Iva\u015fcu T.","year":"2018"},{"key":"S0219467823500432BIB027","doi-asserted-by":"crossref","first-page":"309","DOI":"10.1016\/B978-0-12-816403-7.00011-8","author":"Chen C. H.","year":"2019","journal-title":"Trends in Personalized Nutrition"},{"issue":"3","key":"S0219467823500432BIB028","doi-asserted-by":"crossref","first-page":"501\u2013526","DOI":"10.1007\/s10844-017-0469-0","volume":"50","author":"Trang Tran T. N.","year":"2018","journal-title":"Journal of Intelligent Information Systems"},{"key":"S0219467823500432BIB029","first-page":"1","volume-title":"International Workshop on Computer Science in Sports (IWCSS 2013)","volume":"77","author":"Tumnark P.","year":"2013"},{"key":"S0219467823500432BIB030","first-page":"4967","volume":"9","author":"Latha K.","year":"2014","journal-title":"International Journal of Applied Engineering Research"},{"key":"S0219467823500432BIB031","doi-asserted-by":"crossref","first-page":"100069","DOI":"10.1016\/j.smhl.2019.100069","volume":"13","author":"Xie J.","year":"2019","journal-title":"Smart Health"},{"issue":"6","key":"S0219467823500432BIB032","doi-asserted-by":"crossref","first-page":"1793","DOI":"10.1111\/1541-4337.12492","volume":"18","author":"Zhou L.","year":"2019","journal-title":"Comprehensive Reviews in Food Science and Food Safety"},{"key":"S0219467823500432BIB034","doi-asserted-by":"crossref","first-page":"2643","DOI":"10.1109\/ACCESS.2018.2879117","volume":"7","author":"Yunus R.","year":"2018","journal-title":"IEEE Access"},{"key":"S0219467823500432BIB035","doi-asserted-by":"crossref","first-page":"261","DOI":"10.13052\/jcsm2245-1439.825","volume":"8","author":"Bodapati J. D.","year":"2019","journal-title":"Journal of Cyber Security and Mobility"},{"key":"S0219467823500432BIB036","doi-asserted-by":"crossref","first-page":"1771","DOI":"10.1145\/3123266.3123428","volume-title":"Proc. 25th ACM Int. Conf. on Multimedia","author":"Chen J. J.","year":"2017"},{"issue":"8","key":"S0219467823500432BIB037","doi-asserted-by":"crossref","first-page":"1947","DOI":"10.1109\/TIM.2014.2303533","volume":"63","author":"Pouladzadeh P.","year":"2014","journal-title":"IEEE Transactions on Instrumentation and Measurement"},{"key":"S0219467823500432BIB038","first-page":"1233","volume-title":"Proc. IEEE Int. Conf. Computer Vision","author":"Meyers A.","year":"2015"},{"key":"S0219467823500432BIB039","first-page":"464\u2013472","volume-title":"International Conference on Bioinformatics and Biomedical Engineering","author":"Farooq M.","year":"2017"},{"issue":"7","key":"S0219467823500432BIB040","doi-asserted-by":"crossref","first-page":"1","DOI":"10.3390\/nu9070657","volume":"9","author":"Mezgec S.","year":"2017","journal-title":"Nutrients"},{"issue":"8","key":"S0219467823500432BIB041","doi-asserted-by":"crossref","first-page":"1","DOI":"10.3390\/nu10080984","volume":"10","author":"Ainaa Fatehah A.","year":"2018","journal-title":"Nutrients"},{"key":"S0219467823500432BIB042","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1145\/2986035.2986042","volume-title":"Proc. 2nd International Workshop on Multimedia Assisted Dietary Management","author":"Hassannejad H.","year":"2016"},{"key":"S0219467823500432BIB043","doi-asserted-by":"crossref","first-page":"567","DOI":"10.1109\/WACV.2018.00068","volume-title":"2018 IEEE Winter Conference on Applications of Computer Vision (WACV)","author":"Martinel N.","year":"2018"},{"key":"S0219467823500432BIB044","first-page":"1","volume-title":"International Conference on Artificial Intelligence and Data Processing (IDAP)","author":"Sengur A.","year":"2019"},{"key":"S0219467823500432BIB045","first-page":"446","volume-title":"European Conference on Computer Vision","author":"Bossard L.","year":"2014"},{"key":"S0219467823500432BIB046","doi-asserted-by":"crossref","first-page":"70","DOI":"10.1016\/j.cviu.2018.09.001","volume":"176","author":"Ciocca G.","year":"2018","journal-title":"Computer Vision and Image Understanding"},{"key":"S0219467823500432BIB047","first-page":"5447","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition","author":"Lee K. H.","year":"2018"},{"issue":"1","key":"S0219467823500432BIB048","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s40537-019-0197-0","volume":"6","author":"Shorten C.","year":"2019","journal-title":"Journal of Big Data"},{"issue":"2","key":"S0219467823500432BIB051","first-page":"533","volume":"5","author":"Chauhan K.","year":"2018","journal-title":"International Journal of Advance Engineering and Research Development (IJAERD)"},{"key":"S0219467823500432BIB052","first-page":"1","volume":"10","author":"Albawi S.","year":"2018","journal-title":"2017 International Conference on Engineering and Technology (ICET)"},{"issue":"10","key":"S0219467823500432BIB053","doi-asserted-by":"crossref","first-page":"428","DOI":"10.1016\/j.tics.2007.09.004","volume":"11","author":"Hinton G. E.","year":"2007","journal-title":"Trends in Cognitive Sciences"},{"issue":"8","key":"S0219467823500432BIB054","doi-asserted-by":"crossref","first-page":"5455","DOI":"10.1007\/s10462-020-09825-6","volume":"53","author":"Khan A.","year":"2020","journal-title":"Artificial Intelligence Review"},{"issue":"11","key":"S0219467823500432BIB055","doi-asserted-by":"crossref","first-page":"2278","DOI":"10.1109\/5.726791","volume":"86","author":"LeCun Y.","year":"1998","journal-title":"Proceedings of IEEE"},{"key":"S0219467823500432BIB056","first-page":"84","volume":"60","author":"Krizhevsky A.","year":"2012","journal-title":"Advances in Neural Information Processing Systems"},{"key":"S0219467823500432BIB058","first-page":"163","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition","author":"Szegedy C.","year":"2015"},{"key":"S0219467823500432BIB059","first-page":"770","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition","author":"He K.","year":"2016"},{"key":"S0219467823500432BIB060","first-page":"2818","volume-title":"Proc. IEEE Conference on Computer Vision and Pattern Recognition","author":"Szegedy C.","year":"2016"},{"key":"S0219467823500432BIB061","first-page":"4700","volume-title":"Proc. IEEE Conference on Computer Vision and Pattern Recognition","author":"Huang G.","year":"2017"},{"issue":"10","key":"S0219467823500432BIB062","doi-asserted-by":"crossref","first-page":"143","DOI":"10.29322\/IJSRP.9.10.2019.p9420","volume":"9","author":"Tammina S.","year":"2019","journal-title":"International Journal of Scientific and Research Publications (IJSRP)"},{"key":"S0219467823500432BIB063","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.patrec.2019.03.022","volume":"125","author":"Khan S.","year":"2019","journal-title":"Pattern Recognition Letters"},{"key":"S0219467823500432BIB064","first-page":"191","volume-title":"UK Workshop on Computational Intelligence","volume":"840","author":"Hussain M.","year":"2019"},{"issue":"1","key":"S0219467823500432BIB065","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s13755-018-0057-x","volume":"6","author":"Deniz E.","year":"2018","journal-title":"Health Information Science and Systems"},{"issue":"3","key":"S0219467823500432BIB067","doi-asserted-by":"crossref","first-page":"261","DOI":"10.1016\/j.eij.2015.06.005","volume":"16","author":"Isinkaye F. O.","year":"2015","journal-title":"Egyptian Informatics Journal"},{"key":"S0219467823500432BIB068","first-page":"1","volume-title":"2017 International Conference on Innovations in Information, Embedded and Communication Systems (ICIIECS)","author":"Mansur F.","year":"2017"},{"key":"S0219467823500432BIB069","first-page":"187","volume-title":"Proc. Natl. Conf. Artif. Intell.","author":"Melville P.","year":"2002"},{"key":"S0219467823500432BIB070","doi-asserted-by":"crossref","first-page":"447","DOI":"10.1016\/j.ijar.2011.11.002","volume":"53","author":"Langseth H.","year":"2012","journal-title":"International Journal of Approximate Reasoning"}],"container-title":["International Journal of Image and Graphics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0219467823500432","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,9,28]],"date-time":"2024-09-28T02:14:38Z","timestamp":1727489678000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S0219467823500432"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,6,29]]},"references-count":65,"journal-issue":{"issue":"05","published-print":{"date-parts":[[2023,9]]}},"alternative-id":["10.1142\/S0219467823500432"],"URL":"https:\/\/doi.org\/10.1142\/s0219467823500432","relation":{},"ISSN":["0219-4678","1793-6756"],"issn-type":[{"value":"0219-4678","type":"print"},{"value":"1793-6756","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,6,29]]},"article-number":"2350043"}}