{"id":"https://openalex.org/W2962691457","doi":"https://doi.org/10.1109/icip.2018.8451461","title":"Single-View Food Portion Estimation: Learning Image-to-Energy Mappings Using Generative Adversarial Networks","display_name":"Single-View Food Portion Estimation: Learning Image-to-Energy Mappings Using Generative Adversarial Networks","publication_year":2018,"publication_date":"2018-09-07","ids":{"openalex":"https://openalex.org/W2962691457","doi":"https://doi.org/10.1109/icip.2018.8451461","mag":"2962691457"},"language":"en","primary_location":{"id":"doi:10.1109/icip.2018.8451461","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip.2018.8451461","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 25th IEEE International Conference on Image Processing (ICIP)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030005712","display_name":"Shaobo Fang","orcid":"https://orcid.org/0000-0001-8837-3378"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Shaobo Fang","raw_affiliation_strings":["School of Electrical and Computer Engineering, Purdue University, West Lafayette, Indiana, USA"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Purdue University, West Lafayette, Indiana, USA","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026784388","display_name":"Zeman Shao","orcid":"https://orcid.org/0000-0001-8088-7497"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zeman Shao","raw_affiliation_strings":["School of Electrical and Computer Engineering, Purdue University, West Lafayette, Indiana, USA"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Purdue University, West Lafayette, Indiana, USA","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051557894","display_name":"Runyu Mao","orcid":"https://orcid.org/0000-0002-7560-8155"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Runyu Mao","raw_affiliation_strings":["School of Electrical and Computer Engineering, Purdue University, West Lafayette, Indiana, USA"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Purdue University, West Lafayette, Indiana, USA","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011720923","display_name":"Chichen Fu","orcid":"https://orcid.org/0000-0003-1119-5205"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chichen Fu","raw_affiliation_strings":["School of Electrical and Computer Engineering, Purdue University, West Lafayette, Indiana, USA"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Purdue University, West Lafayette, Indiana, USA","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089688702","display_name":"Edward J. Delp","orcid":"https://orcid.org/0000-0002-2909-7323"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Edward J. Delp","raw_affiliation_strings":["School of Electrical and Computer Engineering, Purdue University, West Lafayette, Indiana, USA"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Purdue University, West Lafayette, Indiana, USA","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001380619","display_name":"Fengqing Zhu","orcid":"https://orcid.org/0000-0002-3863-3220"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fengqing Zhu","raw_affiliation_strings":["School of Electrical and Computer Engineering, Purdue University, West Lafayette, Indiana, USA"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Purdue University, West Lafayette, Indiana, USA","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056135638","display_name":"Deborah A. Kerr","orcid":"https://orcid.org/0000-0002-1094-1299"},"institutions":[{"id":"https://openalex.org/I205640436","display_name":"Curtin University","ror":"https://ror.org/02n415q13","country_code":"AU","type":"education","lineage":["https://openalex.org/I205640436"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Deborah A. Kerr","raw_affiliation_strings":["School of Public Health, Curtin-University, Perth, Western Australia"],"affiliations":[{"raw_affiliation_string":"School of Public Health, Curtin-University, Perth, Western Australia","institution_ids":["https://openalex.org/I205640436"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012322524","display_name":"Carol J. Boushey","orcid":"https://orcid.org/0000-0001-7517-787X"},"institutions":[{"id":"https://openalex.org/I4390039246","display_name":"University of Hawaii Cancer Center","ror":"https://ror.org/00kt3nk56","country_code":null,"type":"healthcare","lineage":["https://openalex.org/I4390039246"]},{"id":"https://openalex.org/I4210093646","display_name":"Cancer Center of Hawaii","ror":"https://ror.org/0065jhh26","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210093646"]},{"id":"https://openalex.org/I1331384533","display_name":"University of Hawaii System","ror":"https://ror.org/03tzaeb71","country_code":"US","type":"education","lineage":["https://openalex.org/I1331384533"]},{"id":"https://openalex.org/I117965899","display_name":"University of Hawai\u02bbi at M\u0101noa","ror":"https://ror.org/01wspgy28","country_code":"US","type":"education","lineage":["https://openalex.org/I117965899"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Carol J. Boushey","raw_affiliation_strings":["Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu, Hawaii, USA"],"affiliations":[{"raw_affiliation_string":"Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu, Hawaii, USA","institution_ids":["https://openalex.org/I4210093646","https://openalex.org/I117965899","https://openalex.org/I1331384533","https://openalex.org/I4390039246"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5030005712"],"corresponding_institution_ids":["https://openalex.org/I219193219"],"apc_list":null,"apc_paid":null,"fwci":7.1215,"has_fulltext":false,"cited_by_count":60,"citation_normalized_percentile":{"value":0.97309593,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"251","last_page":"255"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10866","display_name":"Nutritional Studies and Diet","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10866","display_name":"Nutritional Studies and Diet","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9470999836921692,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12267","display_name":"Diet and metabolism studies","score":0.9301999807357788,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/food-energy","display_name":"Food energy","score":0.7446002960205078},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6012988686561584},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5872162580490112},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.5826839804649353},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.5474057197570801},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4884394705295563},{"id":"https://openalex.org/keywords/calorie","display_name":"Calorie","score":0.44708237051963806},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.4308401346206665},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3819577395915985},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2541210651397705},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.16897332668304443},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09981447458267212},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.06432196497917175}],"concepts":[{"id":"https://openalex.org/C116019233","wikidata":"https://www.wikidata.org/wiki/Q186205","display_name":"Food energy","level":2,"score":0.7446002960205078},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6012988686561584},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5872162580490112},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.5826839804649353},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.5474057197570801},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4884394705295563},{"id":"https://openalex.org/C40438245","wikidata":"https://www.wikidata.org/wiki/Q130964","display_name":"Calorie","level":2,"score":0.44708237051963806},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.4308401346206665},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3819577395915985},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2541210651397705},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.16897332668304443},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09981447458267212},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.06432196497917175},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icip.2018.8451461","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip.2018.8451461","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 25th IEEE International Conference on Image Processing (ICIP)","raw_type":"proceedings-article"},{"id":"pmh:oai:espace.curtin.edu.au:20.500.11937/73807","is_oa":false,"landing_page_url":"http://hdl.handle.net/20.500.11937/73807","pdf_url":null,"source":{"id":"https://openalex.org/S4306401790","display_name":"eSpace (Curtin University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205640436","host_organization_name":"Curtin University","host_organization_lineage":["https://openalex.org/I205640436"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Paper"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.5400000214576721}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W12634471","https://openalex.org/W125693051","https://openalex.org/W189587150","https://openalex.org/W1030521295","https://openalex.org/W1522301498","https://openalex.org/W1686810756","https://openalex.org/W1901129140","https://openalex.org/W1907729166","https://openalex.org/W1966584624","https://openalex.org/W1978132383","https://openalex.org/W1988949819","https://openalex.org/W1989235104","https://openalex.org/W1990411798","https://openalex.org/W2007121115","https://openalex.org/W2033819227","https://openalex.org/W2038340774","https://openalex.org/W2046478711","https://openalex.org/W2057352599","https://openalex.org/W2058194262","https://openalex.org/W2058348111","https://openalex.org/W2087082746","https://openalex.org/W2091013587","https://openalex.org/W2096761622","https://openalex.org/W2099471712","https://openalex.org/W2100124084","https://openalex.org/W2107722796","https://openalex.org/W2109257383","https://openalex.org/W2112796928","https://openalex.org/W2121614956","https://openalex.org/W2167667767","https://openalex.org/W2173520492","https://openalex.org/W2194775991","https://openalex.org/W2206370378","https://openalex.org/W2209124607","https://openalex.org/W2310271424","https://openalex.org/W2562357606","https://openalex.org/W2765652171","https://openalex.org/W2794173396","https://openalex.org/W2919115771","https://openalex.org/W2962793481","https://openalex.org/W2962947361","https://openalex.org/W2963073614","https://openalex.org/W2963420272","https://openalex.org/W2963684088","https://openalex.org/W2963800363","https://openalex.org/W2963881378","https://openalex.org/W2964121744","https://openalex.org/W3103850820","https://openalex.org/W4320013936","https://openalex.org/W6600532368","https://openalex.org/W6605121731","https://openalex.org/W6607822197","https://openalex.org/W6626776739","https://openalex.org/W6631190155","https://openalex.org/W6637373629","https://openalex.org/W6639824700","https://openalex.org/W6674875818","https://openalex.org/W6685352114","https://openalex.org/W6734074887"],"related_works":["https://openalex.org/W3039294188","https://openalex.org/W3030114418","https://openalex.org/W2135598475","https://openalex.org/W2627054790","https://openalex.org/W4376508560","https://openalex.org/W2811122680","https://openalex.org/W3081603768","https://openalex.org/W1981042807","https://openalex.org/W4205189857","https://openalex.org/W4244375248"],"abstract_inverted_index":{"Due":[0],"to":[1,13,19,23,74,135,143],"the":[2,49,89,101,129,137,140,144,155,174],"growing":[3],"concern":[4],"of":[5,51,91,139,167],"chronic":[6],"diseases":[7],"and":[8,28,54,62,115],"other":[9],"health":[10],"problems":[11],"related":[12],"diet,":[14],"there":[15],"is":[16,35,46,134],"a":[17,69,105],"need":[18],"develop":[20],"accurate":[21,32,42],"methods":[22],"estimate":[24,75,150],"an":[25,36,92,161],"individual's":[26],"food":[27,43,52,60,70,76,80,97,106,113,120,130,141,145,151],"energy":[29,77,125,152,156,163],"intake.":[30],"Measuring":[31],"dietary":[33],"intake":[34],"open":[37],"research":[38],"problem.":[39],"In":[40,64],"particular,":[41],"portion":[44,71],"estimation":[45,72,164],"challenging":[47],"since":[48],"process":[50],"preparation":[53],"consumption":[55],"impose":[56],"large":[57],"variations":[58],"on":[59,110,154],"shapes":[61],"appearances.":[63],"this":[65],"paper,":[66],"we":[67,103],"present":[68],"method":[73],"(kilocalories)":[78],"from":[79],"images":[81],"using":[82],"Generative":[83],"Adversarial":[84],"Networks":[85],"(GAN).":[86],"We":[87,147,158],"introduce":[88],"concept":[90],"\u201cenergy":[93],"distribution\u201d":[94],"for":[95,118],"each":[96,119],"image.":[98,131],"To":[99],"train":[100],"GAN,":[102],"design":[104],"image":[107,121,142],"dataset":[108],"based":[109,153],"ground":[111],"truth":[112],"labels":[114],"segmentation":[116],"masks":[117],"as":[122,124],"well":[123],"information":[126],"associated":[127],"with":[128],"Our":[132],"goal":[133],"learn":[136],"mapping":[138],"energy.":[146],"can":[148,169],"then":[149],"distribution.":[157],"show":[159],"that":[160],"average":[162],"error":[165],"rate":[166],"10.89%":[168],"be":[170],"obtained":[171],"by":[172],"learning":[173],"image-to-energy":[175],"mapping.":[176]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
