{"id":"https://openalex.org/W2788864845","doi":"https://doi.org/10.1109/icip.2018.8451665","title":"Low Complexity Convolutional Neural Network for Vessel Segmentation in Portable Retinal Diagnostic Devices","display_name":"Low Complexity Convolutional Neural Network for Vessel Segmentation in Portable Retinal Diagnostic Devices","publication_year":2018,"publication_date":"2018-09-07","ids":{"openalex":"https://openalex.org/W2788864845","doi":"https://doi.org/10.1109/icip.2018.8451665","mag":"2788864845"},"language":"en","primary_location":{"id":"doi:10.1109/icip.2018.8451665","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip.2018.8451665","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":"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/A5005839679","display_name":"Mohsen Hajabdollahi","orcid":"https://orcid.org/0000-0002-1058-9459"},"institutions":[{"id":"https://openalex.org/I170013655","display_name":"Isfahan University of Technology","ror":"https://ror.org/00af3sa43","country_code":"IR","type":"education","lineage":["https://openalex.org/I170013655"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mohsen Hajabdollahi","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Isfahan University of Technology, Isfahan, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Isfahan University of Technology, Isfahan, Iran","institution_ids":["https://openalex.org/I170013655"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019766451","display_name":"Reza Esfandiarpoor","orcid":"https://orcid.org/0000-0001-9234-975X"},"institutions":[{"id":"https://openalex.org/I170013655","display_name":"Isfahan University of Technology","ror":"https://ror.org/00af3sa43","country_code":"IR","type":"education","lineage":["https://openalex.org/I170013655"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Reza Esfandiarpoor","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Isfahan University of Technology, Isfahan, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Isfahan University of Technology, Isfahan, Iran","institution_ids":["https://openalex.org/I170013655"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067697464","display_name":"Kayvan Najarian","orcid":"https://orcid.org/0000-0003-4485-6612"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kayvan Najarian","raw_affiliation_strings":["Michigan Center for Integrative Research in Critical Care, University of Michigan, Ann Arbor, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Michigan Center for Integrative Research in Critical Care, University of Michigan, Ann Arbor, U.S.A","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086843767","display_name":"Nader Karimi","orcid":"https://orcid.org/0000-0001-8904-1607"},"institutions":[{"id":"https://openalex.org/I170013655","display_name":"Isfahan University of Technology","ror":"https://ror.org/00af3sa43","country_code":"IR","type":"education","lineage":["https://openalex.org/I170013655"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Nader Karimi","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Isfahan University of Technology, Isfahan, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Isfahan University of Technology, Isfahan, Iran","institution_ids":["https://openalex.org/I170013655"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001420311","display_name":"Shadrokh Samavi","orcid":"https://orcid.org/0000-0003-3951-3770"},"institutions":[{"id":"https://openalex.org/I170013655","display_name":"Isfahan University of Technology","ror":"https://ror.org/00af3sa43","country_code":"IR","type":"education","lineage":["https://openalex.org/I170013655"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Shadrokh Samavi","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Isfahan University of Technology, Isfahan, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Isfahan University of Technology, Isfahan, Iran","institution_ids":["https://openalex.org/I170013655"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040090170","display_name":"S.M. Reza-Soroushmeh","orcid":null},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"S.M. Reza-Soroushmeh","raw_affiliation_strings":["Michigan Center for Integrative Research in Critical Care, University of Michigan, Ann Arbor, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Michigan Center for Integrative Research in Critical Care, University of Michigan, Ann Arbor, U.S.A","institution_ids":["https://openalex.org/I27837315"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.9229,"has_fulltext":false,"cited_by_count":43,"citation_normalized_percentile":{"value":0.96861175,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"2785","last_page":"2789"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":1.0,"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":1.0,"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9962999820709229,"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/T10250","display_name":"Glaucoma and retinal disorders","score":0.9933000206947327,"subfield":{"id":"https://openalex.org/subfields/2731","display_name":"Ophthalmology"},"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7977039813995361},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7713537216186523},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6835440993309021},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6441024541854858},{"id":"https://openalex.org/keywords/retinal","display_name":"Retinal","score":0.5941592454910278},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5029889941215515},{"id":"https://openalex.org/keywords/pruning","display_name":"Pruning","score":0.4927559196949005},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.48600253462791443},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.45290571451187134},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4486803412437439},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.12159252166748047},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.08468151092529297}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7977039813995361},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7713537216186523},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6835440993309021},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6441024541854858},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.5941592454910278},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5029889941215515},{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.4927559196949005},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.48600253462791443},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.45290571451187134},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4486803412437439},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.12159252166748047},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08468151092529297},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icip.2018.8451665","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip.2018.8451665","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"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1855930873","https://openalex.org/W1902934009","https://openalex.org/W1971463309","https://openalex.org/W1990273773","https://openalex.org/W1999085092","https://openalex.org/W2057196378","https://openalex.org/W2100756624","https://openalex.org/W2109037308","https://openalex.org/W2134455431","https://openalex.org/W2145305441","https://openalex.org/W2152990105","https://openalex.org/W2289772833","https://openalex.org/W2319920447","https://openalex.org/W2327793514","https://openalex.org/W2337344472","https://openalex.org/W2433259561","https://openalex.org/W2527341761","https://openalex.org/W2587662788","https://openalex.org/W2756702702","https://openalex.org/W2803074000","https://openalex.org/W2963114950","https://openalex.org/W2963674932","https://openalex.org/W6639703010","https://openalex.org/W6643072456"],"related_works":["https://openalex.org/W4293226380","https://openalex.org/W2373300491","https://openalex.org/W1212596013","https://openalex.org/W2378744544","https://openalex.org/W2594301978","https://openalex.org/W2379704676","https://openalex.org/W4206442282","https://openalex.org/W2384505857","https://openalex.org/W2355171581","https://openalex.org/W4323287533"],"abstract_inverted_index":{"Retinal":[0,11],"vessel":[1,12],"information":[2,16],"is":[3,70,111],"helpful":[4],"in":[5,56],"retinal":[6,29,115],"disease":[7],"screening":[8],"and":[9,19,28,41,79,86,95,120],"diagnosis.":[10],"segmentation":[13,42],"provides":[14],"useful":[15],"about":[17],"vessels":[18,116],"can":[20],"be":[21],"used":[22],"by":[23],"physicians":[24],"during":[25],"intraocular":[26],"surgery":[27],"diagnostic":[30],"operations.":[31],"Convolutional":[32],"neural":[33],"networks":[34],"(CNNs)":[35],"are":[36,84,89],"powerful":[37],"tools":[38],"for":[39,72],"classification":[40],"of":[43,48,77,102],"medical":[44],"images.":[45],"However,":[46],"complexity":[47],"CNNs":[49,73],"makes":[50],"it":[51],"difficult":[52],"to":[53,91,113],"implement":[54],"them":[55],"portable":[57],"devices":[58],"such":[59],"as":[60],"binocular":[61],"indirect":[62],"ophthalmoscopes.":[63],"In":[64],"this":[65],"paper":[66],"a":[67,93],"simplification":[68],"approach":[69],"proposed":[71],"based":[74],"on":[75,100],"combination":[76],"quantization":[78],"pruning.":[80],"Fully":[81],"connected":[82],"layers":[83,88],"quantized":[85],"convolutional":[87],"pruned":[90],"have":[92],"simple":[94],"efficient":[96],"network":[97,110],"structure.":[98],"Experiments":[99],"images":[101],"the":[103],"STARE":[104],"dataset":[105],"show":[106],"that":[107],"our":[108],"simplified":[109],"able":[112],"segment":[114],"with":[117],"acceptable":[118],"accuracy":[119],"low":[121],"complexity.":[122]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":10}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
