{"id":"https://openalex.org/W2806466987","doi":"https://doi.org/10.1109/isbi.2018.8363840","title":"Detection of diabetic macular edema in optical coherence tomography scans using patch based deep learning","display_name":"Detection of diabetic macular edema in optical coherence tomography scans using patch based deep learning","publication_year":2018,"publication_date":"2018-04-01","ids":{"openalex":"https://openalex.org/W2806466987","doi":"https://doi.org/10.1109/isbi.2018.8363840","mag":"2806466987"},"language":"en","primary_location":{"id":"doi:10.1109/isbi.2018.8363840","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2018.8363840","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018)","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/A5000338026","display_name":"Abhishek Vahadane","orcid":"https://orcid.org/0000-0003-2361-2600"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Abhishek Vahadane","raw_affiliation_strings":["SigTuple Technologies Pvt. Ltd, Bangalore, India"],"affiliations":[{"raw_affiliation_string":"SigTuple Technologies Pvt. Ltd, Bangalore, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056315092","display_name":"Ameya Joshi","orcid":"https://orcid.org/0000-0003-1211-3945"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ameya Joshi","raw_affiliation_strings":["SigTuple Technologies Pvt. Ltd, Bangalore, India"],"affiliations":[{"raw_affiliation_string":"SigTuple Technologies Pvt. Ltd, Bangalore, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048876559","display_name":"Kiran Madan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kiran Madan","raw_affiliation_strings":["SigTuple Technologies Pvt. Ltd, Bangalore, India"],"affiliations":[{"raw_affiliation_string":"SigTuple Technologies Pvt. Ltd, Bangalore, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028431859","display_name":"Tathagato Rai Dastidar","orcid":"https://orcid.org/0000-0002-8223-1333"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tathagato Rai Dastidar","raw_affiliation_strings":["SigTuple Technologies Pvt. Ltd, Bangalore, India"],"affiliations":[{"raw_affiliation_string":"SigTuple Technologies Pvt. Ltd, Bangalore, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5000338026"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.945,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.86421893,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"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/T10170","display_name":"Retinal Diseases and Treatments","score":0.9879999756813049,"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"}},{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9789999723434448,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/optical-coherence-tomography","display_name":"Optical coherence tomography","score":0.9039475321769714},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.773287296295166},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7344388365745544},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.694909930229187},{"id":"https://openalex.org/keywords/diabetic-macular-edema","display_name":"Diabetic macular edema","score":0.6869890689849854},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5648651123046875},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5059477686882019},{"id":"https://openalex.org/keywords/coherence","display_name":"Coherence (philosophical gambling strategy)","score":0.4546903967857361},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3660181760787964},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.19150039553642273},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1654166281223297},{"id":"https://openalex.org/keywords/diabetic-retinopathy","display_name":"Diabetic retinopathy","score":0.16410943865776062},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1264449656009674},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.08304235339164734}],"concepts":[{"id":"https://openalex.org/C2778818243","wikidata":"https://www.wikidata.org/wiki/Q899552","display_name":"Optical coherence tomography","level":2,"score":0.9039475321769714},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.773287296295166},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7344388365745544},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.694909930229187},{"id":"https://openalex.org/C2985127711","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic macular edema","level":4,"score":0.6869890689849854},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5648651123046875},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5059477686882019},{"id":"https://openalex.org/C2781181686","wikidata":"https://www.wikidata.org/wiki/Q4226068","display_name":"Coherence (philosophical gambling strategy)","level":2,"score":0.4546903967857361},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3660181760787964},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.19150039553642273},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1654166281223297},{"id":"https://openalex.org/C2779829184","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic retinopathy","level":3,"score":0.16410943865776062},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1264449656009674},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.08304235339164734},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi.2018.8363840","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2018.8363840","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.7300000190734863,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1546771929","https://openalex.org/W1686810756","https://openalex.org/W2011237852","https://openalex.org/W2211066248","https://openalex.org/W2344912502","https://openalex.org/W2564861555","https://openalex.org/W2606534623","https://openalex.org/W2611870260","https://openalex.org/W2805062941","https://openalex.org/W2949122205","https://openalex.org/W2952426750","https://openalex.org/W2962835968","https://openalex.org/W4252559437","https://openalex.org/W4298085501","https://openalex.org/W6632360823"],"related_works":["https://openalex.org/W3010970561","https://openalex.org/W885967254","https://openalex.org/W2769278986","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W1138783801","https://openalex.org/W2090691787","https://openalex.org/W1184722288","https://openalex.org/W3193565141","https://openalex.org/W4308993413"],"abstract_inverted_index":{"We":[0],"propose":[1],"a":[2,51,77],"two":[3],"step":[4,28,47],"framework":[5],"to":[6,49,81],"automatically":[7],"classify":[8],"an":[9],"OCT":[10,24],"scan":[11],"as":[12],"indicative":[13],"of":[14,31,71,85],"Diabetic":[15],"Macular":[16],"Edema":[17],"(DME)":[18],"by":[19],"detecting":[20],"abnormal":[21],"pathologies":[22],"in":[23],"frames.":[25],"The":[26,45],"first":[27],"involves":[29],"detection":[30],"candidate":[32,55],"patches":[33,56],"for":[34,53],"fluid":[35],"filled":[36],"regions":[37],"and":[38,75],"hard":[39],"exudates":[40],"using":[41,57],"image":[42],"processing":[43],"techniques.":[44],"second":[46],"is":[48],"predict":[50,82],"label":[52],"these":[54],"deep":[58],"convolutional":[59],"neural":[60],"network.":[61],"In":[62],"the":[63,69,72,83],"final":[64],"collation":[65],"step,":[66],"we":[67],"aggregate":[68],"confidences":[70],"CNN":[73],"models":[74],"use":[76],"rule":[78],"based":[79],"method":[80],"presence":[84],"DME.":[86]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}