{"id":"https://openalex.org/W2317884369","doi":"https://doi.org/10.1109/tcsvt.2016.2539839","title":"A Simple Algorithm of Superpixel Segmentation with Boundary Constraint","display_name":"A Simple Algorithm of Superpixel Segmentation with Boundary Constraint","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2317884369","doi":"https://doi.org/10.1109/tcsvt.2016.2539839","mag":"2317884369"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2016.2539839","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tcsvt.2016.2539839","pdf_url":"https://ieeexplore.ieee.org/ielx7/76/7963904/07428902.pdf","source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Circuits and Systems for Video Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://ieeexplore.ieee.org/ielx7/76/7963904/07428902.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100702667","display_name":"Yongxia Zhang","orcid":"https://orcid.org/0000-0001-8114-3158"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yongxia Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100420276","display_name":"Xuemei Li","orcid":"https://orcid.org/0000-0001-5064-7425"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuemei Li","raw_affiliation_strings":["School of Computer Science and Technology, Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068002544","display_name":"Xifeng Gao","orcid":"https://orcid.org/0000-0003-0829-7075"},"institutions":[{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xifeng Gao","raw_affiliation_strings":["Department of Computer Science, University of Houston, Houston, TX, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Houston, Houston, TX, USA","institution_ids":["https://openalex.org/I44461941"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101753050","display_name":"Caiming Zhang","orcid":"https://orcid.org/0000-0003-0217-1543"},"institutions":[{"id":"https://openalex.org/I59483232","display_name":"Shandong University of Finance and Economics","ror":"https://ror.org/02e2nnq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I59483232"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Caiming Zhang","raw_affiliation_strings":["Laboratory of Digital Media Technology, Shandong University of Finance and Economics, Jinan, China","School of Computer Science and Technology, Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Laboratory of Digital Media Technology, Shandong University of Finance and Economics, Jinan, China","institution_ids":["https://openalex.org/I59483232"]},{"raw_affiliation_string":"School of Computer Science and Technology, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I80143920"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100702667"],"corresponding_institution_ids":["https://openalex.org/I80143920"],"apc_list":null,"apc_paid":null,"fwci":6.082,"has_fulltext":true,"cited_by_count":82,"citation_normalized_percentile":{"value":0.97677827,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9998000264167786,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9998000264167786,"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":0.9991999864578247,"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"}},{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9976999759674072,"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":0.6655561923980713},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.6096221804618835},{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.6034584045410156},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5646454691886902},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.5507857799530029},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5322214365005493},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5276811718940735},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5130809545516968},{"id":"https://openalex.org/keywords/boundary","display_name":"Boundary (topology)","score":0.4893643260002136},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.48783376812934875},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4223615527153015},{"id":"https://openalex.org/keywords/homogeneity","display_name":"Homogeneity (statistics)","score":0.41840147972106934},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3359054625034332}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6655561923980713},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.6096221804618835},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.6034584045410156},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5646454691886902},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.5507857799530029},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5322214365005493},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5276811718940735},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5130809545516968},{"id":"https://openalex.org/C62354387","wikidata":"https://www.wikidata.org/wiki/Q875399","display_name":"Boundary (topology)","level":2,"score":0.4893643260002136},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.48783376812934875},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4223615527153015},{"id":"https://openalex.org/C142259097","wikidata":"https://www.wikidata.org/wiki/Q5891314","display_name":"Homogeneity (statistics)","level":2,"score":0.41840147972106934},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3359054625034332},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2016.2539839","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tcsvt.2016.2539839","pdf_url":"https://ieeexplore.ieee.org/ielx7/76/7963904/07428902.pdf","source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Circuits and Systems for Video Technology","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1109/tcsvt.2016.2539839","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tcsvt.2016.2539839","pdf_url":"https://ieeexplore.ieee.org/ielx7/76/7963904/07428902.pdf","source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Circuits and Systems for Video Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1023919524","display_name":null,"funder_award_id":", Grant","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1477544716","display_name":null,"funder_award_id":"Guangdong","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G166782292","display_name":null,"funder_award_id":"61572292","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3616467809","display_name":null,"funder_award_id":"61332015","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5847707760","display_name":null,"funder_award_id":"U1201258","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G63400967","display_name":null,"funder_award_id":"61472220","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6529742492","display_name":null,"funder_award_id":"61373078","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7733967793","display_name":null,"funder_award_id":"61332","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2317884369.pdf","grobid_xml":"https://content.openalex.org/works/W2317884369.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1191746782","https://openalex.org/W1508404128","https://openalex.org/W1526204103","https://openalex.org/W1548953334","https://openalex.org/W1884769238","https://openalex.org/W1994938019","https://openalex.org/W1997307326","https://openalex.org/W1999478155","https://openalex.org/W2003060733","https://openalex.org/W2003088946","https://openalex.org/W2010975286","https://openalex.org/W2062426340","https://openalex.org/W2067191022","https://openalex.org/W2073842936","https://openalex.org/W2081178133","https://openalex.org/W2081314642","https://openalex.org/W2097164998","https://openalex.org/W2104125540","https://openalex.org/W2108424265","https://openalex.org/W2118246710","https://openalex.org/W2119531662","https://openalex.org/W2121927366","https://openalex.org/W2121947440","https://openalex.org/W2124260943","https://openalex.org/W2124351162","https://openalex.org/W2135431554","https://openalex.org/W2162253476","https://openalex.org/W2293105860","https://openalex.org/W2320042159","https://openalex.org/W2381113548","https://openalex.org/W3013741643","https://openalex.org/W4230852370","https://openalex.org/W6630399218","https://openalex.org/W6631539730","https://openalex.org/W6632792525","https://openalex.org/W6653423199","https://openalex.org/W6665976520","https://openalex.org/W6775610265"],"related_works":["https://openalex.org/W1669643531","https://openalex.org/W2154512966","https://openalex.org/W2122581818","https://openalex.org/W2159066190","https://openalex.org/W2739874619","https://openalex.org/W2117933325","https://openalex.org/W2110230079","https://openalex.org/W2117664411","https://openalex.org/W1507266234","https://openalex.org/W1967061043"],"abstract_inverted_index":{"As":[0],"one":[1],"of":[2,55,63,79,99],"the":[3,56,70,76,84,89,95,104],"most":[4],"popular":[5],"image":[6],"oversegmentations,":[7],"superpixel":[8,33,71,100,121,129],"has":[9],"been":[10],"commonly":[11],"used":[12],"as":[13],"supporting":[14],"regions":[15],"for":[16],"primitives":[17],"to":[18,44,74,133],"reduce":[19],"computations":[20],"in":[21],"various":[22],"computer":[23],"vision":[24],"tasks.":[25],"In":[26],"this":[27],"paper,":[28],"we":[29,82],"propose":[30],"a":[31,38,125],"novel":[32],"segmentation":[34],"approach":[35],"based":[36,87,102],"on":[37,88,103],"distance":[39,91],"function":[40],"that":[41,111],"is":[42,114],"designed":[43],"balance":[45],"among":[46],"boundary":[47],"adherence,":[48],"intensity":[49],"homogeneity,":[50],"and":[51,97,117,123,131],"compactness":[52],"(COM)":[53],"characteristics":[54],"resulting":[57],"superpixels.":[58],"Given":[59],"an":[60],"expected":[61],"number":[62],"superpixels,":[64],"our":[65,112],"method":[66],"begins":[67],"with":[68],"initializing":[69],"seed":[72],"positions":[73,96],"obtain":[75],"initial":[77],"labels":[78],"pixels.":[80],"Then,":[81],"optimize":[83],"superpixels":[85],"iteratively":[86],"defined":[90],"measurement.":[92],"We":[93],"update":[94],"intensities":[98],"seeds":[101],"three-sigma":[105],"rule.":[106],"The":[107],"experimental":[108],"results":[109],"demonstrate":[110],"algorithm":[113],"more":[115],"effective":[116],"accurate":[118],"than":[119],"previous":[120],"methods":[122],"achieves":[124],"comparable":[126],"tradeoff":[127],"between":[128],"COM":[130],"adherence":[132],"object":[134],"boundaries.":[135]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":21},{"year":2019,"cited_by_count":16},{"year":2018,"cited_by_count":12},{"year":2017,"cited_by_count":6},{"year":2016,"cited_by_count":2}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}
