{"id":"https://openalex.org/W4388505078","doi":"https://doi.org/10.1109/jbhi.2023.3331278","title":"LDMRes-Net: A Lightweight Neural Network for Efficient Medical Image Segmentation on IoT and Edge Devices","display_name":"LDMRes-Net: A Lightweight Neural Network for Efficient Medical Image Segmentation on IoT and Edge Devices","publication_year":2023,"publication_date":"2023-11-08","ids":{"openalex":"https://openalex.org/W4388505078","doi":"https://doi.org/10.1109/jbhi.2023.3331278","pmid":"https://pubmed.ncbi.nlm.nih.gov/37938951"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2023.3331278","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3331278","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/journal_contribution/LDMRes-Net_A_Lightweight_Neural_Network_for_Efficient_Medical_Image_Segmentation_on_IoT_and_Edge_Devices/24597003","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070808694","display_name":"Shahzaib Iqbal","orcid":"https://orcid.org/0000-0002-3105-4373"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Shahzaib Iqbal","raw_affiliation_strings":["Department of Electrical and Computer Engineering, COMSATS University Islamabad (CUI), Islamabad, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-3105-4373","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, COMSATS University Islamabad (CUI), Islamabad, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055990973","display_name":"Tariq M. Khan","orcid":"https://orcid.org/0000-0002-7477-1591"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tariq M. Khan","raw_affiliation_strings":["School of Computer Science and Engineering, University of New South Wales, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-7477-1591","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of New South Wales, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014712593","display_name":"Syed S. Naqvi","orcid":"https://orcid.org/0000-0002-6335-3538"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Syed S. Naqvi","raw_affiliation_strings":["Department of Electrical and Computer Engineering, COMSATS University Islamabad (CUI), Islamabad, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-6335-3538","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, COMSATS University Islamabad (CUI), Islamabad, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032683884","display_name":"Asim Naveed","orcid":"https://orcid.org/0000-0002-0871-5268"},"institutions":[{"id":"https://openalex.org/I142732210","display_name":"University of Engineering and Technology Lahore","ror":"https://ror.org/0051w2v06","country_code":"PK","type":"education","lineage":["https://openalex.org/I142732210"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Asim Naveed","raw_affiliation_strings":["Department of Computer Science and Engineering, University of Engineering and Technology (UET) Lahore, Lahore, Pakistan","Department of Computer Science and Engineering, University of Engineering and Technology (UET) Lahore, Narowal Campus, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-0871-5268","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Engineering and Technology (UET) Lahore, Lahore, Pakistan","institution_ids":["https://openalex.org/I142732210"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Engineering and Technology (UET) Lahore, Narowal Campus, Pakistan","institution_ids":["https://openalex.org/I142732210"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065073249","display_name":"Muhammad Usman","orcid":"https://orcid.org/0000-0002-7278-8488"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Muhammad Usman","raw_affiliation_strings":["Department of Computer Science and Engineering, Seoul National University, Seoul, South Korea"],"raw_orcid":"https://orcid.org/0000-0002-7278-8488","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Seoul National University, Seoul, South Korea","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014584728","display_name":"Haroon Ahmed Khan","orcid":"https://orcid.org/0000-0002-0335-1119"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Haroon Ahmed Khan","raw_affiliation_strings":["Department of Electrical and Computer Engineering, COMSATS University Islamabad (CUI), Islamabad, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-0335-1119","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, COMSATS University Islamabad (CUI), Islamabad, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033585021","display_name":"Imran Razzak","orcid":"https://orcid.org/0000-0002-3930-6600"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Imran Razzak","raw_affiliation_strings":["School of Computer Science and Engineering, University of New South Wales, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-3930-6600","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of New South Wales, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I31746571"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5070808694"],"corresponding_institution_ids":["https://openalex.org/I16076960"],"apc_list":null,"apc_paid":null,"fwci":6.6133,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.97358886,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"28","issue":"7","first_page":"3860","last_page":"3871"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9998000264167786,"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":0.9962000250816345,"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"}},{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.756915807723999},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.6836408376693726},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6491080522537231},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6154118180274963},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5923497676849365},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.508321225643158},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5040930509567261},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4688706696033478},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.45582637190818787},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.447085440158844},{"id":"https://openalex.org/keywords/edge-detection","display_name":"Edge detection","score":0.42692044377326965},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4038800001144409}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.756915807723999},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.6836408376693726},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6491080522537231},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6154118180274963},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5923497676849365},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.508321225643158},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5040930509567261},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4688706696033478},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.45582637190818787},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.447085440158844},{"id":"https://openalex.org/C193536780","wikidata":"https://www.wikidata.org/wiki/Q1513153","display_name":"Edge detection","level":4,"score":0.42692044377326965},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4038800001144409}],"mesh":[{"descriptor_ui":"D000080487","descriptor_name":"Internet of Things","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000080487","descriptor_name":"Internet of Things","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000080487","descriptor_name":"Internet of Things","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000080487","descriptor_name":"Internet of Things","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000080487","descriptor_name":"Internet of Things","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1109/jbhi.2023.3331278","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3331278","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:37938951","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37938951","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE journal of biomedical and health informatics","raw_type":null},{"id":"pmh:oai:figshare.com:article/24597003","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/LDMRes-Net_A_Lightweight_Neural_Network_for_Efficient_Medical_Image_Segmentation_on_IoT_and_Edge_Devices/24597003","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/24597003","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/LDMRes-Net_A_Lightweight_Neural_Network_for_Efficient_Medical_Image_Segmentation_on_IoT_and_Edge_Devices/24597003","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.550000011920929,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":102,"referenced_works":["https://openalex.org/W1817277359","https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W2033723371","https://openalex.org/W2061891677","https://openalex.org/W2078239496","https://openalex.org/W2093545979","https://openalex.org/W2145305441","https://openalex.org/W2150769593","https://openalex.org/W2194775991","https://openalex.org/W2412782625","https://openalex.org/W2488605601","https://openalex.org/W2531409750","https://openalex.org/W2563705555","https://openalex.org/W2703616258","https://openalex.org/W2749049648","https://openalex.org/W2762439315","https://openalex.org/W2792110043","https://openalex.org/W2792618444","https://openalex.org/W2798122215","https://openalex.org/W2828862258","https://openalex.org/W2883780447","https://openalex.org/W2884436604","https://openalex.org/W2893691907","https://openalex.org/W2893890202","https://openalex.org/W2895202718","https://openalex.org/W2898910301","https://openalex.org/W2921406441","https://openalex.org/W2923644550","https://openalex.org/W2928133111","https://openalex.org/W2939250925","https://openalex.org/W2941942490","https://openalex.org/W2952222533","https://openalex.org/W2962914239","https://openalex.org/W2963125010","https://openalex.org/W2963881378","https://openalex.org/W2964217532","https://openalex.org/W2965167740","https://openalex.org/W2966042060","https://openalex.org/W2973003726","https://openalex.org/W2978017498","https://openalex.org/W2980066771","https://openalex.org/W2980185997","https://openalex.org/W2982083293","https://openalex.org/W2987039128","https://openalex.org/W2987092090","https://openalex.org/W2993853826","https://openalex.org/W2996290406","https://openalex.org/W2996495478","https://openalex.org/W3003863074","https://openalex.org/W3004890872","https://openalex.org/W3006169930","https://openalex.org/W3014974815","https://openalex.org/W3025177399","https://openalex.org/W3027519656","https://openalex.org/W3035268411","https://openalex.org/W3037796876","https://openalex.org/W3044138845","https://openalex.org/W3090085905","https://openalex.org/W3094502228","https://openalex.org/W3104175476","https://openalex.org/W3112701542","https://openalex.org/W3118610157","https://openalex.org/W3120862679","https://openalex.org/W3127751679","https://openalex.org/W3131644474","https://openalex.org/W3143422447","https://openalex.org/W3153025617","https://openalex.org/W3162294714","https://openalex.org/W3170841864","https://openalex.org/W3196811303","https://openalex.org/W3196904463","https://openalex.org/W3201909053","https://openalex.org/W3203480968","https://openalex.org/W3206098624","https://openalex.org/W4200129382","https://openalex.org/W4213075384","https://openalex.org/W4214520160","https://openalex.org/W4214893857","https://openalex.org/W4285119119","https://openalex.org/W4285151878","https://openalex.org/W4297775537","https://openalex.org/W4302276450","https://openalex.org/W4306177171","https://openalex.org/W4307828581","https://openalex.org/W4309116698","https://openalex.org/W4309915773","https://openalex.org/W4310416222","https://openalex.org/W4312203639","https://openalex.org/W4312644638","https://openalex.org/W4319978621","https://openalex.org/W4365420927","https://openalex.org/W4366985112","https://openalex.org/W4379162534","https://openalex.org/W4386703045","https://openalex.org/W6638480814","https://openalex.org/W6737664043","https://openalex.org/W6750469568","https://openalex.org/W6755020528","https://openalex.org/W6784333009","https://openalex.org/W6790275670","https://openalex.org/W6846529796"],"related_works":["https://openalex.org/W2315652488","https://openalex.org/W2028037572","https://openalex.org/W2039365229","https://openalex.org/W65623452","https://openalex.org/W2145843506","https://openalex.org/W4293054829","https://openalex.org/W2056407677","https://openalex.org/W2128085731","https://openalex.org/W2551441443","https://openalex.org/W2388577840"],"abstract_inverted_index":{"In":[0,49],"this":[1,50],"study,":[2,51],"we":[3,52],"propose":[4],"LDMRes-Net,":[5,177],"a":[6],"lightweight":[7],"dual-multiscale":[8],"residual":[9,102],"block-based":[10],"convolutional":[11],"neural":[12],"network":[13],"tailored":[14],"for":[15,90,159,184,206],"medical":[16,188,213],"image":[17,152,189,214],"segmentation":[18,117,148,174,190],"on":[19,112,146,196],"IoT":[20,197],"and":[21,33,46,136,155,162,172,186,198,210],"edge":[22,199],"platforms.":[23,200],"Conventional":[24],"U-Net-based":[25],"models":[26],"face":[27],"challenges":[28],"in":[29,98,191,216],"meeting":[30],"the":[31,54,107,123,147,150,160,169],"speed":[32],"efficiency":[34],"demands":[35],"of":[36,81,109,125,149,153,164,176],"real-time":[37,212],"clinical":[38,193],"applications,":[39,194],"such":[40],"as":[41,180],"disease":[42],"monitoring,":[43],"radiation":[44],"therapy,":[45],"image-guided":[47],"surgery.":[48],"present":[53],"Lightweight":[55],"Dual":[56],"Multiscale":[57],"Residual":[58],"Block-based":[59],"Convolutional":[60],"Neural":[61],"Network":[62],"(LDMRes-Net),":[63],"which":[64,105],"is":[65,127],"specifically":[66],"designed":[67],"to":[68,130],"overcome":[69],"these":[70,74],"difficulties.":[71],"LDMRes-Net":[72],"overcomes":[73],"limitations":[75],"with":[76],"its":[77,99],"remarkably":[78],"low":[79],"number":[80,124],"learnable":[82],"parameters":[83],"(0.072":[84],"M),":[85],"making":[86],"it":[87,179],"highly":[88],"suitable":[89],"resource-constrained":[91],"devices.":[92],"The":[93,140,166],"model's":[94],"key":[95],"innovation":[96],"lies":[97],"dual":[100],"multiscale":[101],"block":[103],"architecture,":[104],"enables":[106],"extraction":[108],"refined":[110],"features":[111],"multiple":[113],"scales,":[114],"enhancing":[115],"overall":[116],"performance.":[118],"To":[119],"further":[120],"optimize":[121],"efficiency,":[122],"filters":[126],"carefully":[128],"selected":[129],"prevent":[131],"overlap,":[132],"reduce":[133],"training":[134],"time,":[135],"improve":[137],"computational":[138],"efficiency.":[139],"study":[141],"includes":[142],"comprehensive":[143],"evaluations,":[144],"focusing":[145],"retinal":[151],"vessels":[154],"hard":[156],"exudates":[157],"crucial":[158],"diagnosis":[161],"treatment":[163],"ophthalmology.":[165],"results":[167],"demonstrate":[168],"robustness,":[170],"generalizability,":[171],"high":[173],"accuracy":[175],"positioning":[178],"an":[181],"efficient":[182],"tool":[183],"accurate":[185],"rapid":[187],"diverse":[192],"particularly":[195],"Such":[201],"advances":[202],"hold":[203],"significant":[204],"promise":[205],"improving":[207],"healthcare":[208],"outcomes":[209],"enabling":[211],"analysis":[215],"resource-limited":[217],"settings.":[218]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":9}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}