{"id":"https://openalex.org/W3193219036","doi":"https://doi.org/10.1109/fuzz45933.2021.9494456","title":"FuzzyDCNN: Incorporating Fuzzy Integral Layers to Deep Convolutional Neural Networks for Image Segmentation","display_name":"FuzzyDCNN: Incorporating Fuzzy Integral Layers to Deep Convolutional Neural Networks for Image Segmentation","publication_year":2021,"publication_date":"2021-07-11","ids":{"openalex":"https://openalex.org/W3193219036","doi":"https://doi.org/10.1109/fuzz45933.2021.9494456","mag":"3193219036"},"language":"en","primary_location":{"id":"doi:10.1109/fuzz45933.2021.9494456","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz45933.2021.9494456","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://nottingham-repository.worktribe.com/output/6847301","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071363838","display_name":"Lin Qiao","orcid":"https://orcid.org/0000-0002-3923-220X"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Qiao Lin","raw_affiliation_strings":["School of Computer Science University of Nottingham"],"affiliations":[{"raw_affiliation_string":"School of Computer Science University of Nottingham","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100363065","display_name":"Xin Chen","orcid":"https://orcid.org/0000-0002-2506-4268"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xin Chen","raw_affiliation_strings":["School of Computer Science University of Nottingham"],"affiliations":[{"raw_affiliation_string":"School of Computer Science University of Nottingham","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004353059","display_name":"Chao Chen","orcid":"https://orcid.org/0000-0001-9719-7361"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chao Chen","raw_affiliation_strings":["School of Computer Science University of Nottingham"],"affiliations":[{"raw_affiliation_string":"School of Computer Science University of Nottingham","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040516036","display_name":"Jonathan M. Garibaldi","orcid":"https://orcid.org/0000-0002-9690-7074"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jonathan M. Garibaldi","raw_affiliation_strings":["School of Computer Science University of Nottingham"],"affiliations":[{"raw_affiliation_string":"School of Computer Science University of Nottingham","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5071363838"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3843,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.60522876,"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":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998999834060669,"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":0.9998999834060669,"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/T10627","display_name":"Advanced Image and Video Retrieval 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"}},{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9991999864578247,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.713876485824585},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.694570004940033},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.678695559501648},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.6517281532287598},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6384921669960022},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5233125686645508},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5040971040725708},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4889613389968872},{"id":"https://openalex.org/keywords/dice","display_name":"Dice","score":0.4723290801048279},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.46082839369773865},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20056256651878357}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.713876485824585},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.694570004940033},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.678695559501648},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.6517281532287598},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6384921669960022},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5233125686645508},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5040971040725708},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4889613389968872},{"id":"https://openalex.org/C22029948","wikidata":"https://www.wikidata.org/wiki/Q45089","display_name":"Dice","level":2,"score":0.4723290801048279},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.46082839369773865},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20056256651878357},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/fuzz45933.2021.9494456","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz45933.2021.9494456","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","raw_type":"proceedings-article"},{"id":"pmh:oai:nottingham-repository.worktribe.com:6847301","is_oa":true,"landing_page_url":"https://nottingham-repository.worktribe.com/output/6847301","pdf_url":null,"source":{"id":"https://openalex.org/S4306402483","display_name":"Repository@Nottingham (University of Nottingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I142263535","host_organization_name":"University of Nottingham","host_organization_lineage":["https://openalex.org/I142263535"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Presentation / Conference Contribution"}],"best_oa_location":{"id":"pmh:oai:nottingham-repository.worktribe.com:6847301","is_oa":true,"landing_page_url":"https://nottingham-repository.worktribe.com/output/6847301","pdf_url":null,"source":{"id":"https://openalex.org/S4306402483","display_name":"Repository@Nottingham (University of Nottingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I142263535","host_organization_name":"University of Nottingham","host_organization_lineage":["https://openalex.org/I142263535"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Presentation / Conference Contribution"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.75}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1541916863","https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W1963665962","https://openalex.org/W2033663049","https://openalex.org/W2033810643","https://openalex.org/W2042690472","https://openalex.org/W2085518012","https://openalex.org/W2087991154","https://openalex.org/W2097117768","https://openalex.org/W2152632881","https://openalex.org/W2307770531","https://openalex.org/W2327654738","https://openalex.org/W2412782625","https://openalex.org/W2588561483","https://openalex.org/W2752782242","https://openalex.org/W2800248875","https://openalex.org/W2801277493","https://openalex.org/W2884436604","https://openalex.org/W2963420686","https://openalex.org/W2979759847","https://openalex.org/W3102753903","https://openalex.org/W4211253871","https://openalex.org/W6639824700","https://openalex.org/W6697925102","https://openalex.org/W6701994573"],"related_works":["https://openalex.org/W3104750253","https://openalex.org/W3021239166","https://openalex.org/W2586273397","https://openalex.org/W2390936256","https://openalex.org/W2483429559","https://openalex.org/W2016385589","https://openalex.org/W2009559548","https://openalex.org/W4366341510","https://openalex.org/W2906397153","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Convolutional":[0],"neural":[1],"networks":[2],"(CNNs)":[3],"have":[4,31],"achieved":[5],"the":[6,15,54,58,107,119,126,141,150],"state-of-the-art":[7],"performance":[8],"in":[9,75,124,149],"many":[10],"application":[11],"areas,":[12],"due":[13],"to":[14,38,53,93,105],"capability":[16],"of":[17,85],"automatically":[18],"extracting":[19],"and":[20,23,71,144],"aggregating":[21],"spatial":[22,41],"channel-wise":[24],"features":[25],"from":[26],"images.":[27],"Most":[28],"recent":[29],"studies":[30],"concentrated":[32],"on":[33],"modifying":[34],"convolutional":[35],"kernel":[36],"size":[37],"achieve":[39],"multi-scale":[40],"information.":[42],"In":[43],"this":[44],"paper,":[45],"we":[46,80],"introduce":[47],"a":[48,67,82,145],"novel":[49],"fuzzy":[50,64,86,109,121],"integral":[51,65],"module":[52,122],"CNNs":[55],"for":[56,112],"fusing":[57],"information":[59,95],"across":[60],"feature":[61,97],"channels.":[62],"The":[63,115],"is":[66,72],"mathematical":[68],"aggregation":[69],"operator":[70],"widely":[73],"used":[74,104],"decision":[76],"level":[77],"fusion.":[78],"Herein,":[79],"utilize":[81],"special":[83],"case":[84],"integrals":[87],"namely":[88],"ordered":[89],"weight":[90],"averaging":[91],"(OWA)":[92],"merge":[94],"at":[96],"level.":[98],"Three":[99],"publicly":[100],"available":[101],"datasets":[102],"were":[103],"evaluate":[106],"proposed":[108,120],"CNN":[110],"model":[111,128],"image":[113],"segmentation.":[114],"results":[116],"show":[117],"that":[118],"helps":[123],"reducing":[125],"baseline":[127,142],"parameters":[129],"by":[130,138],"58.54%":[131],"while":[132],"producing":[133],"higher":[134],"segmentation":[135],"accuracy":[136],"(measured":[137],"Dice)":[139],"than":[140],"method":[143,147],"similar":[146],"reported":[148],"literature.":[151]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
