{"id":"https://openalex.org/W3017083961","doi":"https://doi.org/10.1109/iccsce47578.2019.9068574","title":"A Comparative Study of Image Segmentation Technique applied for Lung Cancer Detection","display_name":"A Comparative Study of Image Segmentation Technique applied for Lung Cancer Detection","publication_year":2019,"publication_date":"2019-11-01","ids":{"openalex":"https://openalex.org/W3017083961","doi":"https://doi.org/10.1109/iccsce47578.2019.9068574","mag":"3017083961"},"language":"en","primary_location":{"id":"doi:10.1109/iccsce47578.2019.9068574","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccsce47578.2019.9068574","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 9th IEEE International Conference on Control System, Computing and Engineering (ICCSCE)","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/A5090536400","display_name":"Mohd Firdaus Abdullah","orcid":"https://orcid.org/0000-0002-0292-6291"},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Mohd Firdaus Abdullah","raw_affiliation_strings":["Faculty of Electrical Engineering, Universiti Teknologi MARA (UiTM), Pulau Pinang, Permatang Pauh, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Universiti Teknologi MARA (UiTM), Pulau Pinang, Permatang Pauh, Malaysia","institution_ids":["https://openalex.org/I82724352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085678159","display_name":"Muhammad Safwan Mansor","orcid":null},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Muhammad Safwan Mansor","raw_affiliation_strings":["Faculty of Electrical Engineering, Universiti Teknologi MARA (UiTM), Pulau Pinang, Permatang Pauh, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Universiti Teknologi MARA (UiTM), Pulau Pinang, Permatang Pauh, Malaysia","institution_ids":["https://openalex.org/I82724352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078773274","display_name":"Siti Noraini Sulaiman","orcid":"https://orcid.org/0000-0002-9545-5651"},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Siti Noraini Sulaiman","raw_affiliation_strings":["Faculty of Electrical Engineering, Universiti Teknologi MARA (UiTM), Pulau Pinang, Permatang Pauh, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Universiti Teknologi MARA (UiTM), Pulau Pinang, Permatang Pauh, Malaysia","institution_ids":["https://openalex.org/I82724352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005664778","display_name":"Muhammad Khusairi Osman","orcid":"https://orcid.org/0000-0002-5479-6409"},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Muhammad Khusairi Osman","raw_affiliation_strings":["Faculty of Electrical Engineering, Universiti Teknologi MARA (UiTM), Pulau Pinang, Permatang Pauh, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Universiti Teknologi MARA (UiTM), Pulau Pinang, Permatang Pauh, Malaysia","institution_ids":["https://openalex.org/I82724352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058757881","display_name":"Nur Najihah Sofea Mohd Marzuki","orcid":null},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Nur Najihah Sofea Mohd Marzuki","raw_affiliation_strings":["Faculty of Electrical Engineering, Universiti Teknologi MARA (UiTM), Pulau Pinang, Permatang Pauh, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Universiti Teknologi MARA (UiTM), Pulau Pinang, Permatang Pauh, Malaysia","institution_ids":["https://openalex.org/I82724352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029900048","display_name":"Iza Sazanita Isa","orcid":"https://orcid.org/0000-0002-4072-3612"},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Iza Sazanita Isa","raw_affiliation_strings":["Faculty of Electrical Engineering, Universiti Teknologi MARA (UiTM), Pulau Pinang, Permatang Pauh, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Universiti Teknologi MARA (UiTM), Pulau Pinang, Permatang Pauh, Malaysia","institution_ids":["https://openalex.org/I82724352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010337917","display_name":"Noor Khairiah A. Karim","orcid":"https://orcid.org/0000-0001-8176-3939"},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Noor Khairiah A. Karim","raw_affiliation_strings":["Regenerative Medicine Cluster, Advanced Medical & Dental Institute Universiti Sains Malaysia Bertam, Pulau Pinang, Kepala Batas, Malaysia"],"affiliations":[{"raw_affiliation_string":"Regenerative Medicine Cluster, Advanced Medical & Dental Institute Universiti Sains Malaysia Bertam, Pulau Pinang, Kepala Batas, Malaysia","institution_ids":["https://openalex.org/I139322472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022852285","display_name":"Ibrahim Lutfi Shuaib","orcid":null},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Ibrahim Lutfi Shuaib","raw_affiliation_strings":["Regenerative Medicine Cluster, Advanced Medical & Dental Institute Universiti Sains Malaysia Bertam, Pulau Pinang, Kepala Batas, Malaysia"],"affiliations":[{"raw_affiliation_string":"Regenerative Medicine Cluster, Advanced Medical & Dental Institute Universiti Sains Malaysia Bertam, Pulau Pinang, Kepala Batas, Malaysia","institution_ids":["https://openalex.org/I139322472"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5090536400"],"corresponding_institution_ids":["https://openalex.org/I82724352"],"apc_list":null,"apc_paid":null,"fwci":0.3458,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.67820242,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"72","last_page":"77"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9853000044822693,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9853000044822693,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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":0.982699990272522,"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":0.9819999933242798,"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/segmentation","display_name":"Segmentation","score":0.7466449737548828},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.6854557991027832},{"id":"https://openalex.org/keywords/thresholding","display_name":"Thresholding","score":0.6852420568466187},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.652742862701416},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.603943943977356},{"id":"https://openalex.org/keywords/lung-cancer","display_name":"Lung cancer","score":0.5288074016571045},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.5017387866973877},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.47250211238861084},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4649827182292938},{"id":"https://openalex.org/keywords/scale-space-segmentation","display_name":"Scale-space segmentation","score":0.42629456520080566},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.42116934061050415},{"id":"https://openalex.org/keywords/region-growing","display_name":"Region growing","score":0.4177713096141815},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3982681632041931},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.2580030858516693},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.24658331274986267},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.09046956896781921}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7466449737548828},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.6854557991027832},{"id":"https://openalex.org/C191178318","wikidata":"https://www.wikidata.org/wiki/Q2256906","display_name":"Thresholding","level":3,"score":0.6852420568466187},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.652742862701416},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.603943943977356},{"id":"https://openalex.org/C2776256026","wikidata":"https://www.wikidata.org/wiki/Q47912","display_name":"Lung cancer","level":2,"score":0.5288074016571045},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.5017387866973877},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.47250211238861084},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4649827182292938},{"id":"https://openalex.org/C65885262","wikidata":"https://www.wikidata.org/wiki/Q7429708","display_name":"Scale-space segmentation","level":4,"score":0.42629456520080566},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.42116934061050415},{"id":"https://openalex.org/C206824153","wikidata":"https://www.wikidata.org/wiki/Q1169834","display_name":"Region growing","level":5,"score":0.4177713096141815},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3982681632041931},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2580030858516693},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.24658331274986267},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.09046956896781921}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccsce47578.2019.9068574","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccsce47578.2019.9068574","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 9th IEEE International Conference on Control System, Computing and Engineering (ICCSCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.8799999952316284}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1933360263","https://openalex.org/W1965919814","https://openalex.org/W1973855640","https://openalex.org/W2183789343","https://openalex.org/W2513436566","https://openalex.org/W2544871527","https://openalex.org/W2565773780","https://openalex.org/W2772777767","https://openalex.org/W2782760293","https://openalex.org/W2888026894","https://openalex.org/W2889838667","https://openalex.org/W2901188035","https://openalex.org/W2908569944","https://openalex.org/W7027132908"],"related_works":["https://openalex.org/W2394279717","https://openalex.org/W2118381968","https://openalex.org/W2364730859","https://openalex.org/W2353864504","https://openalex.org/W2359699469","https://openalex.org/W2350588503","https://openalex.org/W2386644571","https://openalex.org/W2619283684","https://openalex.org/W2356573839","https://openalex.org/W2786233476"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,63,81],"comparative":[4],"study":[5],"between":[6],"3":[7],"segmentation":[8,18,132,150,185,195,214,232,237],"techniques":[9],"compared":[10],"against":[11],"`the":[12],"ground":[13],"truth'":[14],"obtained":[15],"from":[16,19,172],"manual":[17],"the":[20,30,38,109,138,155,173,200,210,221,228,230],"oncologist":[21],"applied":[22,197,207],"for":[23,242,245,248],"lung":[24,93,128,201,211],"cancer":[25,28,41,94,129],"detection.":[26],"Lung":[27,40],"is":[29,115],"common":[31],"cause":[32],"of":[33,65,69,78,92,106,112,127],"death":[34],"among":[35],"people":[36],"throughout":[37],"world.":[39],"detection":[42,77],"can":[43,95],"be":[44],"done":[45],"in":[46,67,101],"several":[47],"ways,":[48],"such":[49,187],"as":[50,188],"Radiography,":[51],"Magnetic":[52],"Resonance":[53],"Imaging":[54],"(MRI)":[55],"and":[56,71,87,151,166,176,193,250],"Computed":[57],"Tomography":[58],"(CT).":[59],"These":[60],"methods":[61],"use":[62],"lot":[64],"resources":[66],"terms":[68],"time":[70,86],"money.":[72],"However,":[73],"CT":[74,124],"has":[75],"good":[76],"classification,":[79],"offers":[80],"lower":[82],"cost,":[83],"short":[84],"imaging":[85],"widespread":[88],"availability.":[89],"Early":[90],"diagnosis":[91],"help":[96],"doctors":[97],"to":[98,103,116,122,162,198,208],"treat":[99],"patients":[100],"order":[102],"reduce":[104],"number":[105],"mortalities.":[107],"Therefore,":[108],"primary":[110],"aim":[111],"this":[113],"research":[114],"establish":[117],"an":[118],"image":[119,131,144,149,236],"processing":[120,145],"method":[121,136],"segment":[123,199],"scan":[125],"images":[126],"using":[130,143,220],"algorithms.":[133],"The":[134,213],"proposed":[135],"comprises":[137],"following":[139],"steps":[140],"which":[141,239],"involves":[142],"technique:":[146],"data":[147],"collection,":[148],"region":[152,204],"growing.":[153],"Lastly,":[154],"performance":[156,216,224,238],"evaluation":[157],"was":[158,206,217,240,253],"calculated":[159],"by":[160,219],"referring":[161],"accuracy,":[163,243],"precision,":[164,246],"recall":[165,249],"F-score":[167,251],"test.":[168],"Data":[169],"were":[170,196],"collected":[171],"Advance":[174],"Medical":[175],"Dental":[177],"Institute":[178],"(AMDI),":[179],"Universiti":[180],"Sains":[181],"Malaysia,":[182],"Penang.":[183],"Image":[184],"algorithms":[186],"k-means":[189],"clustering,":[190],"Otsu's":[191],"thresholding":[192],"watershed":[194,231],"image.":[202],"Then,":[203],"growing":[205],"detect":[209],"area.":[212],"algorithm":[215],"evaluated":[218],"above":[222],"mentioned":[223],"analysis.":[225],"Based":[226],"on":[227],"analysis,":[229],"had":[233],"produced":[234],"better":[235],"99.8553%":[241],"99.9886%":[244],"98.3919%":[247],"test":[252],"99.1499%.":[254]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}