{"id":"https://openalex.org/W2185286133","doi":null,"title":"Automatic Melanoma Detection Using Multi- Stage Neural Networks","display_name":"Automatic Melanoma Detection Using Multi- Stage Neural Networks","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W2185286133","mag":"2185286133"},"language":"en","primary_location":{"id":"mag:2185286133","doi":null,"is_oa":false,"landing_page_url":"http://ijirset.com/upload/2014/february/27_Automatic.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S2764936073","display_name":"International Journal of Innovative Research in Science Engineering and Technology","issn_l":"2319-8753","issn":["2319-8753","2347-6710"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4323238129","host_organization_name":"Ess And Ess Research Publications","host_organization_lineage":["https://openalex.org/P4323238129"],"host_organization_lineage_names":["Ess And Ess Research Publications"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Innovative Research in Science Engineering and Technology","raw_type":null},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"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/A5051056555","display_name":"Nikhil Cheerla","orcid":"https://orcid.org/0000-0002-7811-6455","observed_orcids":["https://orcid.org/0000-0002-7811-6455"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nikhil Cheerla","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-7811-6455","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5011592674","display_name":"Debbie Frazier","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Debbie Frazier","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6372,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.83139283,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":"3","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9848999977111816,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9848999977111816,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/T10862","display_name":"AI in cancer detection","score":0.01360000018030405,"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"}},{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.00019999999494757503,"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/melanoma-detection","display_name":"melanoma detection","score":0.9950000047683716},{"id":"https://openalex.org/keywords/skin-lesion-images","display_name":"skin lesion images","score":0.8709999918937683},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"image segmentation","score":0.6610000133514404},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"feature extraction","score":0.9300000071525574},{"id":"https://openalex.org/keywords/dermatoscope","display_name":"dermatoscope","score":0.6370000243186951},{"id":"https://openalex.org/keywords/early-stage-melanoma","display_name":"early-stage melanoma","score":0.5669999718666077},{"id":"https://openalex.org/keywords/non-biopsy-diagnosis","display_name":"non-biopsy diagnosis","score":0.6880000233650208},{"id":"https://openalex.org/keywords/skin-cancer-diagnosis","display_name":"skin cancer diagnosis","score":0.6520000100135803}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7329300045967102},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.652327299118042},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5570362210273743},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4947776198387146},{"id":"https://openalex.org/C2777789703","wikidata":"https://www.wikidata.org/wiki/Q192102","display_name":"Skin cancer","level":3,"score":0.4624832570552826},{"id":"https://openalex.org/C2777658100","wikidata":"https://www.wikidata.org/wiki/Q180614","display_name":"Melanoma","level":2,"score":0.45939844846725464},{"id":"https://openalex.org/C2991914496","wikidata":"https://www.wikidata.org/wiki/Q180614","display_name":"Melanoma diagnosis","level":3,"score":0.446156769990921},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4282049238681793},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.40340688824653625},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39873015880584717},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3382929563522339},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.22328278422355652},{"id":"https://openalex.org/C502942594","wikidata":"https://www.wikidata.org/wiki/Q3421914","display_name":"Cancer research","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/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"mag:2185286133","doi":null,"is_oa":false,"landing_page_url":"http://ijirset.com/upload/2014/february/27_Automatic.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S2764936073","display_name":"International Journal of Innovative Research in Science Engineering and Technology","issn_l":"2319-8753","issn":["2319-8753","2347-6710"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4323238129","host_organization_name":"Ess And Ess Research Publications","host_organization_lineage":["https://openalex.org/P4323238129"],"host_organization_lineage_names":["Ess And Ess Research Publications"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Innovative Research in Science Engineering and Technology","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.979200005531311,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W49146665","https://openalex.org/W1487121041","https://openalex.org/W1554663460","https://openalex.org/W1930720625","https://openalex.org/W1976366902","https://openalex.org/W1977556410","https://openalex.org/W1991042152","https://openalex.org/W1991607872","https://openalex.org/W2001378671","https://openalex.org/W2027649494","https://openalex.org/W2056400990","https://openalex.org/W2058333183","https://openalex.org/W2059118850","https://openalex.org/W2100648635","https://openalex.org/W2101764630","https://openalex.org/W2102121645","https://openalex.org/W2105673278","https://openalex.org/W2118169958","https://openalex.org/W2133059825","https://openalex.org/W2142274923","https://openalex.org/W2145023731","https://openalex.org/W2152950860","https://openalex.org/W2154161333","https://openalex.org/W2157720605","https://openalex.org/W3099514962"],"related_works":["https://openalex.org/W2564139739","https://openalex.org/W3045854229","https://openalex.org/W4416611967","https://openalex.org/W3202621365","https://openalex.org/W4413430309","https://openalex.org/W2998401283","https://openalex.org/W2950629131","https://openalex.org/W3035943597","https://openalex.org/W4254109186","https://openalex.org/W4389545014"],"abstract_inverted_index":{"Skin":[0],"cancer":[1],"accounts":[2],"for":[3,222],"more":[4,20,24],"than":[5,26,116,121,201],"half":[6],"of":[7,30,54,95],"all":[8],"cancers":[9],"detected":[10],"in":[11,40,216],"USA":[12],"every":[13],"year.":[14],"Melanoma":[15],"is":[16,71,153],"less":[17],"common,":[18],"but":[19],"aggressive":[21],"and":[22,99,119,134,204],"hence":[23],"dangerous":[25],"the":[27,41,55,81,87,149,166,170,178,181,220],"other":[28],"types":[29],"skin":[31,50],"cancers.":[32],"Even":[33],"though":[34],"there":[35],"has":[36],"been":[37],"extensive":[38],"research":[39,203],"past":[42],"20":[43],"years":[44],"on":[45,194],"automatic":[46],"melanoma":[47,195,215],"detection":[48],"from":[49],"lesion":[51,130,171],"images,":[52],"most":[53],"dermatologists":[56],"still":[57],"do":[58],"not":[59],"have":[60,191],"access":[61],"to":[62,79,107,138,165,208,213],"this":[63,66],"technology.":[64],"In":[65],"paper,":[67],"a":[68,92,108,143,174,184],"novel":[69],"system":[70,74,126,189],"proposed.":[72],"The":[73,102,124],"uses":[75,157],"enhanced":[76],"image":[77,172],"processing":[78],"segment":[80],"images":[82,131],"without":[83,219],"manual":[84],"intervention.":[85],"From":[86],"segmented":[88],"image,":[89],"it":[90,135],"extracts":[91],"comprehensive":[93],"set":[94],"features":[96,103],"using":[97],"new":[98,144],"improved":[100],"techniques.":[101],"were":[104],"fed":[105],"automatically":[106],"multistage":[109],"neural":[110],"network":[111],"classifier":[112],"which":[113],"achieved":[114],"greater":[115,120],"97%":[117],"sensitivity":[118,200],"93%":[122],"specificity.":[123],"trained":[125],"was":[127,136],"tested":[128],"with":[129,173,183],"found":[132],"online":[133],"able":[137],"achieve":[139],"similar":[140],"sensitivity.":[141],"Finally,":[142],"approach":[145,156],"that":[146,161],"will":[147],"simplify":[148],"entire":[150],"diagnosis":[151,182],"process":[152],"discussed.":[154],"This":[155,188],"Dermlite\u00ae":[158],"DL1":[159],"dermatoscope":[160,175],"can":[162],"be":[163],"attached":[164,176],"iPhone.":[167],"After":[168],"taking":[169],"iPhone,":[177],"physician":[179],"gets":[180],"few":[185],"simple":[186],"clicks.":[187],"could":[190],"widespread":[192],"ramifications":[193],"diagnosis.":[196],"It":[197],"achieves":[198],"higher":[199],"previous":[202],"provides":[205],"an":[206],"easy":[207],"use":[209],"iPhone":[210],"based":[211],"app":[212],"detect":[214],"early":[217],"stages":[218],"need":[221],"biopsy.":[223]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":2}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2016-06-24T00:00:00"}
