{"id":"https://openalex.org/W3172140022","doi":"https://doi.org/10.1109/icmlc51923.2020.9469580","title":"Semantic Segmentation of Brain Tumor from 3D Structural MRI Using U-Net Autoencoder","display_name":"Semantic Segmentation of Brain Tumor from 3D Structural MRI Using U-Net Autoencoder","publication_year":2020,"publication_date":"2020-12-02","ids":{"openalex":"https://openalex.org/W3172140022","doi":"https://doi.org/10.1109/icmlc51923.2020.9469580","mag":"3172140022"},"language":"en","primary_location":{"id":"doi:10.1109/icmlc51923.2020.9469580","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmlc51923.2020.9469580","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Conference on Machine Learning and Cybernetics (ICMLC)","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/A5068733936","display_name":"Maisha Farzana","orcid":"https://orcid.org/0000-0003-4883-463X"},"institutions":[{"id":"https://openalex.org/I5518804","display_name":"BRAC University","ror":"https://ror.org/00sge8677","country_code":"BD","type":"education","lineage":["https://openalex.org/I5518804"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"MAISHA FARZANA","raw_affiliation_strings":["Department of Computer Science and Engineering, BRAC University, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, BRAC University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I5518804"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066901384","display_name":"MD. JAHID HOSSAIN ANY","orcid":null},"institutions":[{"id":"https://openalex.org/I5518804","display_name":"BRAC University","ror":"https://ror.org/00sge8677","country_code":"BD","type":"education","lineage":["https://openalex.org/I5518804"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"MD. JAHID HOSSAIN ANY","raw_affiliation_strings":["Department of Computer Science and Engineering, BRAC University, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, BRAC University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I5518804"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075696467","display_name":"Md Tanzim Reza","orcid":"https://orcid.org/0000-0001-8964-1565"},"institutions":[{"id":"https://openalex.org/I5518804","display_name":"BRAC University","ror":"https://ror.org/00sge8677","country_code":"BD","type":"education","lineage":["https://openalex.org/I5518804"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"MD TANZIM REZA","raw_affiliation_strings":["Department of Computer Science and Engineering, BRAC University, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, BRAC University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I5518804"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063142391","display_name":"Mohammad Zavid Parvez","orcid":"https://orcid.org/0000-0003-2138-8334"},"institutions":[{"id":"https://openalex.org/I5518804","display_name":"BRAC University","ror":"https://ror.org/00sge8677","country_code":"BD","type":"education","lineage":["https://openalex.org/I5518804"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"MOHAMMAD ZAVID PARVEZ","raw_affiliation_strings":["Department of Computer Science and Engineering, BRAC University, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, BRAC University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I5518804"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I5518804"],"apc_list":null,"apc_paid":null,"fwci":0.8703,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.73211964,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"137","last_page":"142"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9993000030517578,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.996399998664856,"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/autoencoder","display_name":"Autoencoder","score":0.7789007425308228},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.747349202632904},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7457751631736755},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6838598251342773},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6244845390319824},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.516635000705719},{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.5011041164398193},{"id":"https://openalex.org/keywords/brain-tumor","display_name":"Brain tumor","score":0.4978318214416504},{"id":"https://openalex.org/keywords/surgical-planning","display_name":"Surgical planning","score":0.4907582700252533},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48372891545295715},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.44877469539642334},{"id":"https://openalex.org/keywords/radiation-treatment-planning","display_name":"Radiation treatment planning","score":0.44787412881851196},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.43693429231643677},{"id":"https://openalex.org/keywords/real-time-mri","display_name":"Real-time MRI","score":0.431963711977005},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4137098491191864},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.3648434281349182},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.3267936408519745},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.23323684930801392},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.13581880927085876}],"concepts":[{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.7789007425308228},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.747349202632904},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7457751631736755},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6838598251342773},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6244845390319824},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.516635000705719},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.5011041164398193},{"id":"https://openalex.org/C2779130545","wikidata":"https://www.wikidata.org/wiki/Q233309","display_name":"Brain tumor","level":2,"score":0.4978318214416504},{"id":"https://openalex.org/C2779370443","wikidata":"https://www.wikidata.org/wiki/Q1776627","display_name":"Surgical planning","level":2,"score":0.4907582700252533},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48372891545295715},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.44877469539642334},{"id":"https://openalex.org/C201645570","wikidata":"https://www.wikidata.org/wiki/Q830637","display_name":"Radiation treatment planning","level":3,"score":0.44787412881851196},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.43693429231643677},{"id":"https://openalex.org/C157787499","wikidata":"https://www.wikidata.org/wiki/Q13479657","display_name":"Real-time MRI","level":3,"score":0.431963711977005},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4137098491191864},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.3648434281349182},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3267936408519745},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.23323684930801392},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.13581880927085876},{"id":"https://openalex.org/C509974204","wikidata":"https://www.wikidata.org/wiki/Q180507","display_name":"Radiation therapy","level":2,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icmlc51923.2020.9469580","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmlc51923.2020.9469580","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Conference on Machine Learning and Cybernetics (ICMLC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1641498739","https://openalex.org/W2116531017","https://openalex.org/W2161711122","https://openalex.org/W2281060774","https://openalex.org/W2310992461","https://openalex.org/W2341670955","https://openalex.org/W2419323081","https://openalex.org/W2666784499","https://openalex.org/W2751069891","https://openalex.org/W2765490497","https://openalex.org/W2774173192","https://openalex.org/W2789928581","https://openalex.org/W2900298334","https://openalex.org/W2963046541","https://openalex.org/W2963881378","https://openalex.org/W2964340594","https://openalex.org/W2990647095","https://openalex.org/W4254065421","https://openalex.org/W4386300382","https://openalex.org/W6755875945","https://openalex.org/W6755891590","https://openalex.org/W6856174969"],"related_works":["https://openalex.org/W3013693939","https://openalex.org/W2159052453","https://openalex.org/W2132086612","https://openalex.org/W2030432248","https://openalex.org/W2566957848","https://openalex.org/W2467923256","https://openalex.org/W2583461058","https://openalex.org/W2330220355","https://openalex.org/W2192255940","https://openalex.org/W2419119105"],"abstract_inverted_index":{"Automated":[0],"semantic":[1],"segmentation":[2,81],"of":[3,23,37,47,51,62,82,95,128],"brain":[4,25,83,88,122,158],"tumors":[5,26,52,84],"from":[6,85,156],"3D":[7,86,120],"MRI":[8,87,121,157],"images":[9,89,123,159],"plays":[10],"a":[11,148],"significant":[12],"role":[13],"in":[14],"medical":[15],"image":[16,101,103],"processing,":[17],"monitoring":[18],"and":[19,34,57,175,184],"diagnosis.":[20],"Early":[21],"detection":[22],"these":[24,66],"is":[27,54,76,115,136,147],"highly":[28],"requisite":[29],"for":[30,49,108,151,172,180],"the":[31,38,44,92,96,113,118,126,131,134,141,153,163,170,178,188],"treatment,":[32],"diagnosis":[33,50,174],"surgical":[35],"pre-planning":[36],"anomalies.":[39],"The":[40],"physicians":[41,171],"normally":[42],"follow":[43],"manual":[45],"way":[46],"delineation":[48],"which":[53,78,167],"time":[55],"consuming":[56],"requires":[58],"too":[59],"much":[60],"knowledge":[61],"anatomy.":[63],"To":[64],"resolve":[65],"limitations,":[67],"convolutional":[68],"neural":[69],"network":[70],"(CNN)":[71],"based":[72],"U-Net":[73],"autoencoder":[74],"model":[75,114,150],"proposed":[77,132],"performs":[79],"automated":[80],"by":[90],"extracting":[91],"key":[93],"features":[94],"tumor.":[97],"Additionally,":[98],"Image":[99],"normalization,":[100],"augmentation,":[102],"binarization":[104],"etc.":[105],"are":[106],"applied":[107,116],"data":[109],"pre-processing.":[110],"Later":[111],"on,":[112],"to":[117,124,162,187],"new":[119],"test":[125],"accuracy":[127,135],"it.":[129],"Applying":[130],"method,":[133],"obtained":[137],"upto":[138],"96.06%":[139],"considering":[140],"18":[142],"subjects.":[143],"Finally,":[144],"this":[145],"approach":[146],"well-structured":[149],"segmenting":[152],"tumor":[154],"region":[155],"as":[160],"compare":[161],"other":[164],"existing":[165],"models":[166],"may":[168],"assist":[169],"better":[173,185],"therefore,":[176],"opening":[177],"door":[179],"more":[181],"precise":[182],"therapy":[183],"treatment":[186],"patient.":[189]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}