{"id":"https://openalex.org/W2810170988","doi":"https://doi.org/10.1109/icassp.2018.8461427","title":"Diabetic Retinopathy Detection Based on Deep Convolutional Neural Networks","display_name":"Diabetic Retinopathy Detection Based on Deep Convolutional Neural Networks","publication_year":2018,"publication_date":"2018-04-01","ids":{"openalex":"https://openalex.org/W2810170988","doi":"https://doi.org/10.1109/icassp.2018.8461427","mag":"2810170988"},"language":"en","primary_location":{"id":"doi:10.1109/icassp.2018.8461427","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp.2018.8461427","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5039585077","display_name":"Yiwei Chen","orcid":"https://orcid.org/0000-0002-3638-2309"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yi-Wei Chen","raw_affiliation_strings":["Institute of Electronics, National Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Electronics, National Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102129005","display_name":"Tung-Yu Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tung-Yu Wu","raw_affiliation_strings":["Institute for Computational and Mathematical Engineering, Stanford University, Stanford, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Computational and Mathematical Engineering, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032774633","display_name":"Wing-Hung Wong","orcid":null},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wing-Hung Wong","raw_affiliation_strings":["Department of Statistics, Stanford University, Stanford, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Statistics, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101838014","display_name":"Chen\u2010Yi Lee","orcid":"https://orcid.org/0000-0002-6795-0874"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chen-Yi Lee","raw_affiliation_strings":["Institute of Electronics, National Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Electronics, National Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.5887,"has_fulltext":false,"cited_by_count":59,"citation_normalized_percentile":{"value":0.9799733,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1030","last_page":"1034"},"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":0.9958999752998352,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.991100013256073,"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.8242406845092773},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7787566184997559},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.7666027545928955},{"id":"https://openalex.org/keywords/diabetic-retinopathy","display_name":"Diabetic retinopathy","score":0.6649832129478455},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6464887261390686},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6249057650566101},{"id":"https://openalex.org/keywords/blindness","display_name":"Blindness","score":0.5859373807907104},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5136936902999878},{"id":"https://openalex.org/keywords/retinopathy","display_name":"Retinopathy","score":0.48799484968185425},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4110773801803589},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39030155539512634},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.29924213886260986},{"id":"https://openalex.org/keywords/optometry","display_name":"Optometry","score":0.20291832089424133},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.1251765489578247}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.8242406845092773},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7787566184997559},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.7666027545928955},{"id":"https://openalex.org/C2779829184","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic retinopathy","level":3,"score":0.6649832129478455},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6464887261390686},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6249057650566101},{"id":"https://openalex.org/C2780929884","wikidata":"https://www.wikidata.org/wiki/Q737460","display_name":"Blindness","level":2,"score":0.5859373807907104},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5136936902999878},{"id":"https://openalex.org/C2778313320","wikidata":"https://www.wikidata.org/wiki/Q550455","display_name":"Retinopathy","level":3,"score":0.48799484968185425},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4110773801803589},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39030155539512634},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.29924213886260986},{"id":"https://openalex.org/C119767625","wikidata":"https://www.wikidata.org/wiki/Q618211","display_name":"Optometry","level":1,"score":0.20291832089424133},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.1251765489578247},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp.2018.8461427","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp.2018.8461427","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1836465849","https://openalex.org/W1969496006","https://openalex.org/W2108598243","https://openalex.org/W2123042618","https://openalex.org/W2133059825","https://openalex.org/W2137297224","https://openalex.org/W2155893237","https://openalex.org/W2163605009","https://openalex.org/W2166538457","https://openalex.org/W2171074980","https://openalex.org/W2171651020","https://openalex.org/W2344183250","https://openalex.org/W2575748305","https://openalex.org/W2626312329","https://openalex.org/W2626629100","https://openalex.org/W2752782242","https://openalex.org/W6637373629","https://openalex.org/W6638444622","https://openalex.org/W6638667902","https://openalex.org/W6680483699","https://openalex.org/W6684191040","https://openalex.org/W6735463952","https://openalex.org/W6739616650","https://openalex.org/W6743731764"],"related_works":["https://openalex.org/W4249730947","https://openalex.org/W4237698013","https://openalex.org/W2401657978","https://openalex.org/W4220767796","https://openalex.org/W2042797887","https://openalex.org/W3046286921","https://openalex.org/W4388065772","https://openalex.org/W2184730658","https://openalex.org/W2005103005","https://openalex.org/W114689906"],"abstract_inverted_index":{"Diabetic":[0],"retinopathy":[1],"is":[2,25],"the":[3,9,13,17,38,43,90,102,105],"primary":[4],"cause":[5],"of":[6,12,42,101],"blindness":[7],"in":[8,112,118],"working-age":[10],"population":[11,53],"developed":[14],"world.":[15],"Diagnosing":[16],"disease":[18],"heavily":[19],"relies":[20],"on":[21,52,69,104],"imaging":[22],"studies,":[23],"which":[24],"a":[26,30,49,65],"time":[27],"consuming":[28],"and":[29,40,58,115],"manual":[31],"process":[32,45],"performed":[33],"by":[34,61],"trained":[35],"clinicians.":[36],"Enhancing":[37],"accuracy":[39],"speed":[41],"detection":[44,91],"can":[46],"potentially":[47],"have":[48],"significant":[50],"impact":[51],"health":[54],"via":[55],"early":[56],"diagnosis":[57],"intervention.":[59],"Motivated":[60],"this,":[62],"we":[63,77],"propose":[64],"recognition":[66,97],"pipeline":[67,98],"based":[68],"deep":[70],"convolutional":[71],"neural":[72],"networks.":[73],"In":[74],"our":[75,96],"pipeline,":[76],"design":[78],"lightweight":[79],"networks":[80],"called":[81],"SI2DRNet-vl":[82],"along":[83,108],"with":[84,109],"six":[85],"methods":[86],"to":[87],"further":[88],"boost":[89],"performance.":[92],"Without":[93],"any":[94],"fine-tuning,":[95],"outperforms":[99],"state":[100],"art":[103],"Messidor":[106],"dataset":[107],"5.26x":[110],"fewer":[111,117],"total":[113,119],"parameters":[114],"2.48x":[116],"floating":[120],"operations.":[121]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":8}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
