{"id":"https://openalex.org/W4410295975","doi":"https://doi.org/10.1109/isbi60581.2025.10981137","title":"Utilizing Shape-features and GAN-Based Model for Renal Segmentation in DW-MRI","display_name":"Utilizing Shape-features and GAN-Based Model for Renal Segmentation in DW-MRI","publication_year":2025,"publication_date":"2025-04-14","ids":{"openalex":"https://openalex.org/W4410295975","doi":"https://doi.org/10.1109/isbi60581.2025.10981137"},"language":"en","primary_location":{"id":"doi:10.1109/isbi60581.2025.10981137","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10981137","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"article","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/A5078511471","display_name":"Israa Sharaby","orcid":"https://orcid.org/0000-0003-2287-3315"},"institutions":[{"id":"https://openalex.org/I142740786","display_name":"University of Louisville","ror":"https://ror.org/01ckdn478","country_code":"US","type":"education","lineage":["https://openalex.org/I142740786"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Israa Sharaby","raw_affiliation_strings":["University of Louisville,Department of Bioengineering,Louisville,KY,USA,40292"],"affiliations":[{"raw_affiliation_string":"University of Louisville,Department of Bioengineering,Louisville,KY,USA,40292","institution_ids":["https://openalex.org/I142740786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066446777","display_name":"Ahmed Alksas","orcid":"https://orcid.org/0000-0001-9409-931X"},"institutions":[{"id":"https://openalex.org/I142740786","display_name":"University of Louisville","ror":"https://ror.org/01ckdn478","country_code":"US","type":"education","lineage":["https://openalex.org/I142740786"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahmed Alksas","raw_affiliation_strings":["University of Louisville,Department of Bioengineering,Louisville,KY,USA,40292"],"affiliations":[{"raw_affiliation_string":"University of Louisville,Department of Bioengineering,Louisville,KY,USA,40292","institution_ids":["https://openalex.org/I142740786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066303253","display_name":"Hossam Magdy Balaha","orcid":"https://orcid.org/0000-0002-0686-4411"},"institutions":[{"id":"https://openalex.org/I142740786","display_name":"University of Louisville","ror":"https://ror.org/01ckdn478","country_code":"US","type":"education","lineage":["https://openalex.org/I142740786"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hossam Magdy Balaha","raw_affiliation_strings":["University of Louisville,Department of Bioengineering,Louisville,KY,USA,40292"],"affiliations":[{"raw_affiliation_string":"University of Louisville,Department of Bioengineering,Louisville,KY,USA,40292","institution_ids":["https://openalex.org/I142740786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014797846","display_name":"Ali Mahmoud","orcid":"https://orcid.org/0000-0003-2557-9699"},"institutions":[{"id":"https://openalex.org/I142740786","display_name":"University of Louisville","ror":"https://ror.org/01ckdn478","country_code":"US","type":"education","lineage":["https://openalex.org/I142740786"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ali Mahmoud","raw_affiliation_strings":["University of Louisville,Department of Bioengineering,Louisville,KY,USA,40292"],"affiliations":[{"raw_affiliation_string":"University of Louisville,Department of Bioengineering,Louisville,KY,USA,40292","institution_ids":["https://openalex.org/I142740786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111682730","display_name":"Mohammed Badawy","orcid":null},"institutions":[{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mohammed Badawy","raw_affiliation_strings":["Urology and Nephrology Center, Mansoura University,Radiology Department,Mansoura,Egypt,35516"],"affiliations":[{"raw_affiliation_string":"Urology and Nephrology Center, Mansoura University,Radiology Department,Mansoura,Egypt,35516","institution_ids":["https://openalex.org/I159247623"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004006894","display_name":"Mohamed Shehata","orcid":"https://orcid.org/0000-0001-6640-6183"},"institutions":[{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mohamed Abou EI\u2013Ghar","raw_affiliation_strings":["Urology and Nephrology Center, Mansoura University,Radiology Department,Mansoura,Egypt,35516"],"affiliations":[{"raw_affiliation_string":"Urology and Nephrology Center, Mansoura University,Radiology Department,Mansoura,Egypt,35516","institution_ids":["https://openalex.org/I159247623"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021454108","display_name":"Mohammed Ghazal","orcid":null},"institutions":[{"id":"https://openalex.org/I117222138","display_name":"Abu Dhabi University","ror":"https://ror.org/01r3kjq03","country_code":"AE","type":"education","lineage":["https://openalex.org/I117222138"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohammed Ghazal","raw_affiliation_strings":["Abu Dhabi University,Electrical, Computer, and Biomedical Engineering Department,Abu Dhabi,UAE"],"affiliations":[{"raw_affiliation_string":"Abu Dhabi University,Electrical, Computer, and Biomedical Engineering Department,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I117222138"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071355428","display_name":"Sohail Contractor","orcid":"https://orcid.org/0000-0002-4809-8890"},"institutions":[{"id":"https://openalex.org/I142740786","display_name":"University of Louisville","ror":"https://ror.org/01ckdn478","country_code":"US","type":"education","lineage":["https://openalex.org/I142740786"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sohail Contractor","raw_affiliation_strings":["University of Louisville,Department of Radiology,Louisville,KY,USA,40292"],"affiliations":[{"raw_affiliation_string":"University of Louisville,Department of Radiology,Louisville,KY,USA,40292","institution_ids":["https://openalex.org/I142740786"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075057705","display_name":"Ayman El\u2010Baz","orcid":"https://orcid.org/0000-0001-7264-1323"},"institutions":[{"id":"https://openalex.org/I142740786","display_name":"University of Louisville","ror":"https://ror.org/01ckdn478","country_code":"US","type":"education","lineage":["https://openalex.org/I142740786"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ayman El\u2013Baz","raw_affiliation_strings":["University of Louisville,Department of Bioengineering,Louisville,KY,USA,40292"],"affiliations":[{"raw_affiliation_string":"University of Louisville,Department of Bioengineering,Louisville,KY,USA,40292","institution_ids":["https://openalex.org/I142740786"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5078511471"],"corresponding_institution_ids":["https://openalex.org/I142740786"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.091652,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"01","last_page":"05"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12386","display_name":"Advanced X-ray and CT Imaging","score":0.9779000282287598,"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"}},"topics":[{"id":"https://openalex.org/T12386","display_name":"Advanced X-ray and CT Imaging","score":0.9779000282287598,"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/T11885","display_name":"MRI in cancer diagnosis","score":0.9419000148773193,"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/T12067","display_name":"Renal and Vascular Pathologies","score":0.9125999808311462,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/computer-science","display_name":"Computer science","score":0.6245196461677551},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5560422539710999},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3812492787837982},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.35136258602142334},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3415089249610901}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6245196461677551},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5560422539710999},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3812492787837982},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.35136258602142334},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3415089249610901}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi60581.2025.10981137","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10981137","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.699999988079071}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1554698203","https://openalex.org/W2295354706","https://openalex.org/W2511037800","https://openalex.org/W2587231132","https://openalex.org/W2963073614","https://openalex.org/W2966399807","https://openalex.org/W3033511611","https://openalex.org/W3125645017","https://openalex.org/W3164640762","https://openalex.org/W3174241815","https://openalex.org/W3216802946","https://openalex.org/W4210873086","https://openalex.org/W4221034033","https://openalex.org/W4296995864","https://openalex.org/W4362669144","https://openalex.org/W4383532845","https://openalex.org/W4385347680","https://openalex.org/W4386332864","https://openalex.org/W4386597310","https://openalex.org/W4386754597","https://openalex.org/W4401750355","https://openalex.org/W4401750996","https://openalex.org/W4402916489","https://openalex.org/W4403534253","https://openalex.org/W6787981568"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747"],"abstract_inverted_index":{"Medical":[0],"image":[1,78],"segmentation":[2,39,59,236],"plays":[3],"a":[4,28,34,181,200,213],"crucial":[5],"role":[6],"in":[7],"diagnosing":[8],"several":[9],"health":[10],"conditions.":[11],"This":[12,31,195],"is":[13,27,86,151,157,169],"particularly":[14],"significant":[15],"for":[16,37,40,242],"kidney":[17,109,119,133,163],"transplantation,":[18],"where":[19],"identifying":[20],"those":[21],"at":[22],"risk":[23],"of":[24,51,104,143,161,202,206,216,221,228],"renal":[25,38,207],"rejection":[26,208],"major":[29],"challenge.":[30],"paper":[32],"proposes":[33],"novel":[35],"framework":[36,56,230],"binary":[41,193],"masks":[42],"generation":[43],"from":[44,173],"diffusion-weighted":[45],"magnetic":[46],"resonance":[47],"imaging":[48,235],"(DW-MRI)":[49],"scans":[50],"kidney-transplant":[52],"patients.":[53],"The":[54,84],"introduced":[55],"improves":[57],"the":[58,65,75,91,96,102,126,140,144,148,152,154,158,162,166,170,174,188,226,233],"performance":[60,210],"by":[61,94],"applying":[62],"fusion":[63],"between":[64,118],"shape":[66,137],"features":[67,138],"and":[68,80,120,123,165,218,238,246],"Generative":[69],"Adversarial":[70],"Networks":[71],"(GANs),":[72],"thus":[73],"reducing":[74],"dependency":[76],"on":[77,199],"alignment":[79],"data":[81],"augmentation":[82],"techniques.":[83],"approach":[85,196],"as":[87],"follows:":[88],"(i)":[89],"enhancing":[90],"images'":[92],"contrast":[93],"calculating":[95],"Cumulative":[97],"Distribution":[98],"Function,":[99],"(ii)":[100],"extracting":[101],"region":[103],"interest":[105],"(ROI)":[106],"to":[107,116,130,186,231],"delineate":[108],"structure,":[110],"(iii)":[111],"generating":[112],"contour-based":[113],"probability":[114,159],"maps":[115],"differentiate":[117],"non-kidney":[121],"tissues,":[122],"(iv)":[124],"averaging":[125],"ground":[127,175],"truth":[128,176],"dataset":[129],"highlight":[131],"shared":[132,171],"features.":[134],"Afterward,":[135],"these":[136],"represent":[139],"RGB":[141,189],"format":[142],"GAN":[145,184],"input":[146],"image:":[147],"first":[149],"channel":[150,156,168],"ROI,":[153],"second":[155],"map":[160],"region,":[164],"last":[167],"layer":[172],"dataset.":[177],"Finally,":[178],"we":[179],"employed":[180],"residual":[182],"Pix2Pix":[183],"model":[185],"transform":[187],"images":[190],"into":[191],"accurate":[192],"masks.":[194],"was":[197],"tested":[198],"cohort":[201],"37":[203],"patients":[204],"suspected":[205],"through":[209],"metrics,":[211],"reporting":[212],"Dice":[214],"Score":[215],"88%":[217],"an":[219],"accuracy":[220],"94%.":[222],"These":[223],"results":[224],"underscore":[225],"effectiveness":[227],"our":[229],"advance":[232],"medical":[234],"field":[237],"offer":[239],"promising":[240],"solutions":[241],"both":[243],"clinical":[244],"applications":[245],"future":[247],"research.":[248]},"counts_by_year":[],"updated_date":"2026-04-17T18:11:37.981687","created_date":"2025-10-10T00:00:00"}