{"id":"https://openalex.org/W2768546467","doi":"https://doi.org/10.1117/12.2285942","title":"Volumetric multimodality neural network for brain tumor segmentation","display_name":"Volumetric multimodality neural network for brain tumor segmentation","publication_year":2017,"publication_date":"2017-11-17","ids":{"openalex":"https://openalex.org/W2768546467","doi":"https://doi.org/10.1117/12.2285942","mag":"2768546467"},"language":"en","primary_location":{"id":"doi:10.1117/12.2285942","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2285942","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"13th International Conference on Medical Information Processing and Analysis","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/A5078921816","display_name":"Luis Carlos Rivera Monroy","orcid":"https://orcid.org/0000-0001-8232-8920"},"institutions":[{"id":"https://openalex.org/I162096671","display_name":"Universidad de Los Andes","ror":"https://ror.org/02mhbdp94","country_code":"CO","type":"education","lineage":["https://openalex.org/I162096671"]}],"countries":["CO"],"is_corresponding":true,"raw_author_name":"Luis C. Rivera","raw_affiliation_strings":["Univ. de los Andes (Colombia)"],"affiliations":[{"raw_affiliation_string":"Univ. de los Andes (Colombia)","institution_ids":["https://openalex.org/I162096671"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033304325","display_name":"Laura Silvana Castillo","orcid":"https://orcid.org/0000-0002-8835-3585"},"institutions":[{"id":"https://openalex.org/I162096671","display_name":"Universidad de Los Andes","ror":"https://ror.org/02mhbdp94","country_code":"CO","type":"education","lineage":["https://openalex.org/I162096671"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Laura  . Castillo","raw_affiliation_strings":["Univ. de los Andes (Colombia)"],"affiliations":[{"raw_affiliation_string":"Univ. de los Andes (Colombia)","institution_ids":["https://openalex.org/I162096671"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088988977","display_name":"Laura Daza","orcid":"https://orcid.org/0000-0003-4170-6168"},"institutions":[{"id":"https://openalex.org/I162096671","display_name":"Universidad de Los Andes","ror":"https://ror.org/02mhbdp94","country_code":"CO","type":"education","lineage":["https://openalex.org/I162096671"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Laura A. Daza","raw_affiliation_strings":["Univ. de los Andes (Colombia)"],"affiliations":[{"raw_affiliation_string":"Univ. de los Andes (Colombia)","institution_ids":["https://openalex.org/I162096671"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013512298","display_name":"Pablo Arbel\u00e1ez","orcid":"https://orcid.org/0000-0001-5244-2407"},"institutions":[{"id":"https://openalex.org/I162096671","display_name":"Universidad de Los Andes","ror":"https://ror.org/02mhbdp94","country_code":"CO","type":"education","lineage":["https://openalex.org/I162096671"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Pablo A. Arbelaez","raw_affiliation_strings":["Univ. de los Andes (Colombia)"],"affiliations":[{"raw_affiliation_string":"Univ. de los Andes (Colombia)","institution_ids":["https://openalex.org/I162096671"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5078921816"],"corresponding_institution_ids":["https://openalex.org/I162096671"],"apc_list":null,"apc_paid":null,"fwci":1.0012,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.8542098,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"40","last_page":"40"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":1.0,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9995999932289124,"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/T10052","display_name":"Medical Image Segmentation Techniques","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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.796484112739563},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7943726181983948},{"id":"https://openalex.org/keywords/s\u00f8rensen\u2013dice-coefficient","display_name":"S\u00f8rensen\u2013Dice coefficient","score":0.7670645713806152},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7186917662620544},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6829337477684021},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5252582430839539},{"id":"https://openalex.org/keywords/multimodality","display_name":"Multimodality","score":0.4859141409397125},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4488518536090851},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4475399851799011},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.4100538492202759},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.38302114605903625}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.796484112739563},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7943726181983948},{"id":"https://openalex.org/C163892561","wikidata":"https://www.wikidata.org/wiki/Q2613728","display_name":"S\u00f8rensen\u2013Dice coefficient","level":4,"score":0.7670645713806152},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7186917662620544},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6829337477684021},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5252582430839539},{"id":"https://openalex.org/C2780910867","wikidata":"https://www.wikidata.org/wiki/Q1952416","display_name":"Multimodality","level":2,"score":0.4859141409397125},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4488518536090851},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4475399851799011},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.4100538492202759},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.38302114605903625},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1117/12.2285942","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2285942","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"13th International Conference on Medical Information Processing and Analysis","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":9,"referenced_works":["https://openalex.org/W1641498739","https://openalex.org/W1849277567","https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W2000269560","https://openalex.org/W2132358780","https://openalex.org/W2155893237","https://openalex.org/W2384495648","https://openalex.org/W2962914239"],"related_works":["https://openalex.org/W4205899436","https://openalex.org/W2462138927","https://openalex.org/W3111427900","https://openalex.org/W4302009627","https://openalex.org/W2373442452","https://openalex.org/W3160379098","https://openalex.org/W4388989680","https://openalex.org/W4200140903","https://openalex.org/W3131575276","https://openalex.org/W2157102420"],"abstract_inverted_index":{"Brain":[0],"lesion":[1,80],"segmentation":[2,32],"is":[3,69],"one":[4],"of":[5,33,37,75,120],"the":[6,19,49,55,73,76,110,123],"hardest":[7],"tasks":[8],"to":[9,57],"be":[10],"solved":[11],"in":[12,54,78,92],"computer":[13],"vision":[14],"with":[15,42,87,96],"an":[16,116],"emphasis":[17],"on":[18,71],"medical":[20],"field.":[21],"We":[22,82,105],"present":[23],"a":[24,30,84],"convolutional":[25,89],"neural":[26],"network":[27],"that":[28],"produces":[29],"semantic":[31],"brain":[34,79],"tumors,":[35],"capable":[36],"processing":[38],"volumetric":[39],"data":[40],"along":[41],"information":[43],"from":[44,59],"multiple":[45],"MRI":[46],"modalities":[47],"at":[48],"same":[50],"time.":[51],"This":[52],"results":[53],"ability":[56],"learn":[58],"small":[60],"training":[61],"datasets":[62],"and":[63,100],"highly":[64],"imbalanced":[65],"data.":[66],"Our":[67],"method":[68,108],"based":[70],"DeepMedic,":[72],"state":[74],"art":[77],"segmentation.":[81],"develop":[83],"new":[85],"architecture":[86],"more":[88],"layers,":[90],"organized":[91],"three":[93],"parallel":[94],"pathways":[95],"different":[97],"input":[98],"resolution,":[99],"additional":[101],"fully":[102],"connected":[103],"layers.":[104],"tested":[106],"our":[107],"over":[109],"2015":[111],"BraTS":[112],"Challenge":[113],"dataset,":[114],"reaching":[115],"average":[117],"dice":[118],"coefficient":[119],"84%,":[121],"while":[122],"standard":[124],"DeepMedic":[125],"implementation":[126],"reached":[127],"74%.":[128]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}