{"id":"https://openalex.org/W2770519599","doi":"https://doi.org/10.1109/icmlc.2017.8107759","title":"Dermoscopic image analysis using pattern recognition techniques from region of interest (ROI) for detection of melanoma","display_name":"Dermoscopic image analysis using pattern recognition techniques from region of interest (ROI) for detection of melanoma","publication_year":2017,"publication_date":"2017-07-01","ids":{"openalex":"https://openalex.org/W2770519599","doi":"https://doi.org/10.1109/icmlc.2017.8107759","mag":"2770519599"},"language":"en","primary_location":{"id":"doi:10.1109/icmlc.2017.8107759","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmlc.2017.8107759","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Conference on Machine Learning and Cybernetics (ICMLC)","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/A5028796789","display_name":"Muntaha Sakeena","orcid":"https://orcid.org/0000-0003-0339-6779"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Muntaha Sakeena","raw_affiliation_strings":["National University of science and Technology, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"National University of science and Technology, Islamabad, Pakistan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059046401","display_name":"Rubata Riasat","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rubata Riasat","raw_affiliation_strings":["National University of science and Technology, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"National University of science and Technology, Islamabad, Pakistan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021570160","display_name":"Abdul Hannan Sadiq","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Abdul Hannan Sadiq","raw_affiliation_strings":["National University of science and Technology, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"National University of science and Technology, Islamabad, Pakistan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055091080","display_name":"Zeeshan Ahmad","orcid":"https://orcid.org/0000-0003-2950-2840"},"institutions":[{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeeshan Ahmad","raw_affiliation_strings":["National Engineering Research Centre of Fundamental Software, Institute of Software, Beijing, China"],"affiliations":[{"raw_affiliation_string":"National Engineering Research Centre of Fundamental Software, Institute of Software, Beijing, China","institution_ids":["https://openalex.org/I4210128818"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005093152","display_name":"Farhan Riaz","orcid":"https://orcid.org/0000-0002-8669-7165"},"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":"Farhan Riaz","raw_affiliation_strings":["COMSATS Institute of Information Technology, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"COMSATS Institute of Information Technology, Islamabad, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5028796789"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2298,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.59176217,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"5","issue":null,"first_page":"162","last_page":"168"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9998000264167786,"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":0.9998000264167786,"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/T11569","display_name":"Optical Coherence Tomography Applications","score":0.983299970626831,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.965499997138977,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.8350473642349243},{"id":"https://openalex.org/keywords/thresholding","display_name":"Thresholding","score":0.8166061639785767},{"id":"https://openalex.org/keywords/region-of-interest","display_name":"Region of interest","score":0.7995184659957886},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7410560846328735},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6498165130615234},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6183617115020752},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5393438339233398},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5348557233810425},{"id":"https://openalex.org/keywords/grayscale","display_name":"Grayscale","score":0.5075689554214478},{"id":"https://openalex.org/keywords/image-texture","display_name":"Image texture","score":0.45693081617355347},{"id":"https://openalex.org/keywords/texture","display_name":"Texture (cosmology)","score":0.4160149395465851},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.37055057287216187}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.8350473642349243},{"id":"https://openalex.org/C191178318","wikidata":"https://www.wikidata.org/wiki/Q2256906","display_name":"Thresholding","level":3,"score":0.8166061639785767},{"id":"https://openalex.org/C19609008","wikidata":"https://www.wikidata.org/wiki/Q2138203","display_name":"Region of interest","level":2,"score":0.7995184659957886},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7410560846328735},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6498165130615234},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6183617115020752},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5393438339233398},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5348557233810425},{"id":"https://openalex.org/C78201319","wikidata":"https://www.wikidata.org/wiki/Q685727","display_name":"Grayscale","level":3,"score":0.5075689554214478},{"id":"https://openalex.org/C63099799","wikidata":"https://www.wikidata.org/wiki/Q17147001","display_name":"Image texture","level":4,"score":0.45693081617355347},{"id":"https://openalex.org/C2781195486","wikidata":"https://www.wikidata.org/wiki/Q289436","display_name":"Texture (cosmology)","level":3,"score":0.4160149395465851},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.37055057287216187}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icmlc.2017.8107759","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmlc.2017.8107759","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Conference on Machine Learning and Cybernetics (ICMLC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322170","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86"},{"id":"https://openalex.org/F4320322598","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98"},{"id":"https://openalex.org/F4320324851","display_name":"Hebei University","ror":"https://ror.org/01p884a79"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W618948081","https://openalex.org/W1606996132","https://openalex.org/W1992102496","https://openalex.org/W1992230791","https://openalex.org/W1996828958","https://openalex.org/W2017650138","https://openalex.org/W2022034678","https://openalex.org/W2023794106","https://openalex.org/W2026626864","https://openalex.org/W2028140761","https://openalex.org/W2028358677","https://openalex.org/W2037178857","https://openalex.org/W2065267022","https://openalex.org/W2069493544","https://openalex.org/W2082725262","https://openalex.org/W2087763563","https://openalex.org/W2116930734","https://openalex.org/W2121841037","https://openalex.org/W2132417420","https://openalex.org/W2136241818","https://openalex.org/W2143878596","https://openalex.org/W2158294624","https://openalex.org/W2159041154","https://openalex.org/W2159926688","https://openalex.org/W2162515926","https://openalex.org/W3135115018","https://openalex.org/W6667652584"],"related_works":["https://openalex.org/W4317671434","https://openalex.org/W2922872563","https://openalex.org/W2549418288","https://openalex.org/W4321317645","https://openalex.org/W2739092184","https://openalex.org/W2740804836","https://openalex.org/W2044270176","https://openalex.org/W2374828682","https://openalex.org/W2388733570","https://openalex.org/W1980033651"],"abstract_inverted_index":{"Patten":[0],"recognition":[1],"techniques":[2,71],"are":[3],"widely":[4],"used":[5],"for":[6,32],"image":[7,53,61],"processing":[8],"in":[9,19],"medical":[10],"imaging.":[11],"It":[12],"provides":[13],"assistance":[14],"to":[15],"physicians":[16],"and":[17,57,90,97,127,153],"scientists":[18],"large":[20],"scale":[21],"diagnosis.":[22],"In":[23],"this":[24],"paper,":[25],"we":[26,82],"have":[27],"proposed":[28],"an":[29,115],"automated":[30],"system":[31],"detecting":[33],"melanoma":[34,40],"from":[35,44,105,157],"dermoscopic":[36],"images.":[37],"We":[38],"detected":[39],"by":[41,65,87,150],"extracting":[42,80],"information":[43],"region":[45,96],"of":[46,55,60,68,107,110],"interest":[47],"(ROI)":[48],"rather":[49],"than":[50,124],"the":[51,69,84,94,99,108,137,141],"whole":[52],"composed":[54],"lesion":[56],"background.":[58],"ROI":[59],"is":[62],"extracted":[63,95,119,156],"out":[64],"using":[66,88],"one":[67,106],"segmentation":[70],"named":[72],"as":[73,114],"adaptive":[74],"thresholding":[75,126],"with":[76],"morphological":[77],"operators.":[78],"After":[79],"ROI,":[81],"analyzed":[83],"classification":[85,142],"results":[86,131,143,149],"texture":[89,154],"color":[91,138,152],"features":[92,139,155],"on":[93,129],"compared":[98],"results.":[100],"The":[101],"images":[102],"were":[103],"obtained":[104],"hospitals":[109],"Portugal":[111],"utilizing":[112],"dermoscopy":[113],"imaging":[116],"methodology.":[117],"Our":[118],"algorithm":[120],"shows":[121],"better":[122],"performance":[123],"conventional":[125],"based":[128],"experimental":[130],"it":[132,145],"can":[133],"be":[134],"concluded":[135],"that":[136],"outperform":[140],"but":[144],"gives":[146],"more":[147],"accurate":[148],"combining":[151],"ROI.":[158]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
