{"id":"https://openalex.org/W2949066054","doi":"https://doi.org/10.1109/mocast.2019.8741846","title":"Breast Cancer Diagnosis Using Image Processing and Machine Learning for Elastography Images","display_name":"Breast Cancer Diagnosis Using Image Processing and Machine Learning for Elastography Images","publication_year":2019,"publication_date":"2019-05-01","ids":{"openalex":"https://openalex.org/W2949066054","doi":"https://doi.org/10.1109/mocast.2019.8741846","mag":"2949066054"},"language":"en","primary_location":{"id":"doi:10.1109/mocast.2019.8741846","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mocast.2019.8741846","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 8th International Conference on Modern Circuits and Systems Technologies (MOCAST)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5040573430","display_name":"Mohamed Adel","orcid":"https://orcid.org/0000-0001-7069-697X"},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mohamed Adel","raw_affiliation_strings":["National Institute of Laser Enhanced Sciences (NILES), Cairo University, Cairo, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Institute of Laser Enhanced Sciences (NILES), Cairo University, Cairo, Egypt","institution_ids":["https://openalex.org/I145487455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082240014","display_name":"Ahmed Kotb","orcid":"https://orcid.org/0000-0002-1484-1332"},"institutions":[{"id":"https://openalex.org/I96823368","display_name":"German University in Cairo","ror":"https://ror.org/03rjt0z37","country_code":"EG","type":"education","lineage":["https://openalex.org/I96823368"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Ahmed Kotb","raw_affiliation_strings":["Germany University in Cairo (GUC), Cairo, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Germany University in Cairo (GUC), Cairo, Egypt","institution_ids":["https://openalex.org/I96823368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038599788","display_name":"Omar Farag","orcid":null},"institutions":[{"id":"https://openalex.org/I96823368","display_name":"German University in Cairo","ror":"https://ror.org/03rjt0z37","country_code":"EG","type":"education","lineage":["https://openalex.org/I96823368"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Omar Farag","raw_affiliation_strings":["Germany University in Cairo (GUC), Cairo, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Germany University in Cairo (GUC), Cairo, Egypt","institution_ids":["https://openalex.org/I96823368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051901856","display_name":"M. Saeed Darweesh","orcid":"https://orcid.org/0000-0001-9684-3325"},"institutions":[{"id":"https://openalex.org/I4210150948","display_name":"Zewail City of Science and Technology","ror":"https://ror.org/04w5f4y88","country_code":"EG","type":"education","lineage":["https://openalex.org/I4210150948"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"M. Saeed Darweesh","raw_affiliation_strings":["Nanotechnology Program, Zewail City of Science and Technology, Giza, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanotechnology Program, Zewail City of Science and Technology, Giza, Egypt","institution_ids":["https://openalex.org/I4210150948"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063929219","display_name":"Hassan Mostafa","orcid":"https://orcid.org/0000-0003-0043-5007"},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Hassan Mostafa","raw_affiliation_strings":["Faculty of Engineering, Cairo University, Giza, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Cairo University, Giza, Egypt","institution_ids":["https://openalex.org/I145487455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.8588,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.89677578,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12994","display_name":"Infrared Thermography in Medicine","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9726999998092651,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/elastography","display_name":"Elastography","score":0.6663903594017029},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6205753684043884},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.5478695034980774},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5330665707588196},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4976222813129425},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.46410071849823},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.39380407333374023},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.35911083221435547},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.31763583421707153},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2703590989112854},{"id":"https://openalex.org/keywords/ultrasound","display_name":"Ultrasound","score":0.09450861811637878},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.07330983877182007}],"concepts":[{"id":"https://openalex.org/C2777690781","wikidata":"https://www.wikidata.org/wiki/Q1324974","display_name":"Elastography","level":3,"score":0.6663903594017029},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6205753684043884},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.5478695034980774},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5330665707588196},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4976222813129425},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.46410071849823},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.39380407333374023},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.35911083221435547},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.31763583421707153},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2703590989112854},{"id":"https://openalex.org/C143753070","wikidata":"https://www.wikidata.org/wiki/Q162564","display_name":"Ultrasound","level":2,"score":0.09450861811637878},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.07330983877182007}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mocast.2019.8741846","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mocast.2019.8741846","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 8th International Conference on Modern Circuits and Systems Technologies (MOCAST)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.5799999833106995,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321148","display_name":"Cairo University","ror":"https://ror.org/03q21mh05"},{"id":"https://openalex.org/F4320326598","display_name":"Zewail City of Science and Technology","ror":"https://ror.org/04w5f4y88"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1961632191","https://openalex.org/W1970295906","https://openalex.org/W2011897735","https://openalex.org/W2089927030","https://openalex.org/W2111547563","https://openalex.org/W2324845196","https://openalex.org/W2412190799","https://openalex.org/W2569219946","https://openalex.org/W2601329199","https://openalex.org/W4237168912","https://openalex.org/W4285719527","https://openalex.org/W6715226003"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2765272353","https://openalex.org/W2524337186","https://openalex.org/W1630285771","https://openalex.org/W2048298725","https://openalex.org/W2056521685","https://openalex.org/W2025257705","https://openalex.org/W1855980750","https://openalex.org/W4226303215","https://openalex.org/W3113540988"],"abstract_inverted_index":{"As":[0],"a":[1,13,52],"trending":[2],"medical":[3],"imaging":[4],"technique,":[5],"Elastography":[6],"and":[7,20,28,46,79,99],"B-mode":[8,80],"(ultrasound)":[9],"are":[10,34,56,102],"combined":[11,77],"as":[12,51],"diagnostic":[14],"tool":[15],"to":[16,36,58,89],"differentiate":[17],"between":[18],"benign":[19],"malignant":[21],"breast":[22],"lesions":[23],"based":[24],"on":[25],"their":[26],"stiffness":[27],"geometric":[29],"properties.":[30],"Image":[31],"processing":[32],"techniques":[33],"applied":[35,57],"the":[37,59,74,91,94,106],"resulting":[38],"images":[39],"for":[40,73,105],"feature":[41],"extraction.":[42],"Data":[43],"preprocessing":[44],"methods":[45],"principal":[47],"component":[48],"analysis":[49],"(PCA)":[50],"dimensionality":[53],"reduction":[54],"technique":[55],"dataset.":[60],"In":[61],"this":[62],"paper,":[63],"supervised":[64],"learning":[65],"algorithm":[66],"\u201csupport":[67],"vector":[68],"machine":[69],"(SVM)\u201d":[70],"is":[71,84,113],"used":[72,107],"classification":[75,111],"of":[76,93],"elastogram":[78],"images.":[81],"Model":[82],"validation":[83],"performed":[85],"with":[86,118],"K-fold":[87],"cross-validation":[88],"ensure":[90],"generalization":[92],"algorithm.":[95,108],"Accuracy,":[96],"confusion":[97],"matrix,":[98],"logistic":[100],"loss":[101],"then":[103],"evaluated":[104],"The":[109],"maximum":[110],"accuracy":[112],"94.12%":[114],"when":[115],"using":[116],"SVM":[117],"radial":[119],"basis":[120],"function":[121],"(RBF)":[122],"kernel.":[123]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}