{"id":"https://openalex.org/W4406982894","doi":"https://doi.org/10.1109/tpami.2025.3536481","title":"Structural and Statistical Texture Knowledge Distillation and Learning for Segmentation","display_name":"Structural and Statistical Texture Knowledge Distillation and Learning for Segmentation","publication_year":2025,"publication_date":"2025-01-30","ids":{"openalex":"https://openalex.org/W4406982894","doi":"https://doi.org/10.1109/tpami.2025.3536481","pmid":"https://pubmed.ncbi.nlm.nih.gov/40031365"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2025.3536481","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2025.3536481","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5089146499","display_name":"Deyi Ji","orcid":"https://orcid.org/0000-0001-7561-9789"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Deyi Ji","raw_affiliation_strings":["MoE Key Laboratory of Brain-inspired Intelligent Perception and Cognition, University of Science and Technology of China, Hefei, China","School of Information Science and Technology, University of Science and Technology of China, China"],"raw_orcid":"https://orcid.org/0000-0001-7561-9789","affiliations":[{"raw_affiliation_string":"MoE Key Laboratory of Brain-inspired Intelligent Perception and Cognition, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"School of Information Science and Technology, University of Science and Technology of China, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100401202","display_name":"Feng Zhao","orcid":"https://orcid.org/0000-0001-6767-8105"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Zhao","raw_affiliation_strings":["MoE Key Laboratory of Brain-inspired Intelligent Perception and Cognition, University of Science and Technology of China, Hefei, China","School of Information Science and Technology, University of Science and Technology of China, China"],"raw_orcid":"https://orcid.org/0000-0001-6767-8105","affiliations":[{"raw_affiliation_string":"MoE Key Laboratory of Brain-inspired Intelligent Perception and Cognition, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"School of Information Science and Technology, University of Science and Technology of China, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102899381","display_name":"Hongtao Lu","orcid":"https://orcid.org/0000-0003-2300-3039"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongtao Lu","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","Department of Computer Science and Engineering, Shanghai Jiao Tong University, China"],"raw_orcid":"https://orcid.org/0000-0003-2300-3039","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103150943","display_name":"Feng Wu","orcid":"https://orcid.org/0000-0001-7266-5579"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Wu","raw_affiliation_strings":["MoE Key Laboratory of Brain-inspired Intelligent Perception and Cognition, University of Science and Technology of China, Hefei, China","School of Information Science and Technology, University of Science and Technology of China, China"],"raw_orcid":"https://orcid.org/0000-0001-7266-5579","affiliations":[{"raw_affiliation_string":"MoE Key Laboratory of Brain-inspired Intelligent Perception and Cognition, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"School of Information Science and Technology, University of Science and Technology of China, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010419481","display_name":"Jieping Ye","orcid":"https://orcid.org/0000-0001-8662-5818"},"institutions":[{"id":"https://openalex.org/I4210086143","display_name":"Alibaba Group (Cayman Islands)","ror":"https://ror.org/00mnrxf72","country_code":"KY","type":"company","lineage":["https://openalex.org/I4210086143","https://openalex.org/I45928872"]},{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN","KY"],"is_corresponding":false,"raw_author_name":"Jieping Ye","raw_affiliation_strings":["Alibaba Group, Hangzhou, China","Alibaba DAMO Academy"],"raw_orcid":"https://orcid.org/0000-0001-8662-5818","affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]},{"raw_affiliation_string":"Alibaba DAMO Academy","institution_ids":["https://openalex.org/I4210086143"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.1242,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.96376952,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"47","issue":"5","first_page":"3639","last_page":"3656"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.7795000076293945,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.7795000076293945,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.7770000100135803,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.7731000185012817,"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":0.736595869064331},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6816462278366089},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5930019617080688},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5895421504974365},{"id":"https://openalex.org/keywords/texture","display_name":"Texture (cosmology)","score":0.5822421312332153},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5483452081680298},{"id":"https://openalex.org/keywords/image-texture","display_name":"Image texture","score":0.5183218717575073},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.46525129675865173},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.457880437374115},{"id":"https://openalex.org/keywords/statistical-learning","display_name":"Statistical learning","score":0.45179271697998047},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3770298361778259},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.26857784390449524}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.736595869064331},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6816462278366089},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5930019617080688},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5895421504974365},{"id":"https://openalex.org/C2781195486","wikidata":"https://www.wikidata.org/wiki/Q289436","display_name":"Texture (cosmology)","level":3,"score":0.5822421312332153},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5483452081680298},{"id":"https://openalex.org/C63099799","wikidata":"https://www.wikidata.org/wiki/Q17147001","display_name":"Image texture","level":4,"score":0.5183218717575073},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.46525129675865173},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.457880437374115},{"id":"https://openalex.org/C2982736386","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Statistical learning","level":2,"score":0.45179271697998047},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3770298361778259},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.26857784390449524},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tpami.2025.3536481","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2025.3536481","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:40031365","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40031365","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G179212483","display_name":null,"funder_award_id":"2108085UD12","funder_id":"https://openalex.org/F4320334897","funder_display_name":"Natural Science Foundation of Anhui Province"},{"id":"https://openalex.org/G5327671666","display_name":null,"funder_award_id":"62176155","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"},{"id":"https://openalex.org/F4320334897","display_name":"Natural Science Foundation of Anhui Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":94,"referenced_works":["https://openalex.org/W117610523","https://openalex.org/W1568411566","https://openalex.org/W1588660089","https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W1966999409","https://openalex.org/W2031489346","https://openalex.org/W2042161430","https://openalex.org/W2058333183","https://openalex.org/W2066719570","https://openalex.org/W2082370829","https://openalex.org/W2103504761","https://openalex.org/W2105184687","https://openalex.org/W2108801682","https://openalex.org/W2117853853","https://openalex.org/W2120041316","https://openalex.org/W2124925264","https://openalex.org/W2129526018","https://openalex.org/W2131356744","https://openalex.org/W2160556591","https://openalex.org/W2194775991","https://openalex.org/W2340897893","https://openalex.org/W2412782625","https://openalex.org/W2520775293","https://openalex.org/W2549139847","https://openalex.org/W2560023338","https://openalex.org/W2563705555","https://openalex.org/W2609402060","https://openalex.org/W2737258237","https://openalex.org/W2750432752","https://openalex.org/W2787091153","https://openalex.org/W2804199516","https://openalex.org/W2894030891","https://openalex.org/W2895340641","https://openalex.org/W2922097204","https://openalex.org/W2946824094","https://openalex.org/W2952787292","https://openalex.org/W2955058313","https://openalex.org/W2963163009","https://openalex.org/W2964217532","https://openalex.org/W2972571948","https://openalex.org/W2989684653","https://openalex.org/W2998072408","https://openalex.org/W3014641072","https://openalex.org/W3034438741","https://openalex.org/W3034870355","https://openalex.org/W3035339581","https://openalex.org/W3035358681","https://openalex.org/W3035682985","https://openalex.org/W3040304705","https://openalex.org/W3044492802","https://openalex.org/W3092663126","https://openalex.org/W3105676814","https://openalex.org/W3107113572","https://openalex.org/W3108139472","https://openalex.org/W3109196706","https://openalex.org/W3110850179","https://openalex.org/W3138516171","https://openalex.org/W3153051248","https://openalex.org/W3159637683","https://openalex.org/W3165745140","https://openalex.org/W3169770376","https://openalex.org/W3169865585","https://openalex.org/W3170841864","https://openalex.org/W3179066717","https://openalex.org/W3197006556","https://openalex.org/W3198947145","https://openalex.org/W4214524539","https://openalex.org/W4214893857","https://openalex.org/W4312272720","https://openalex.org/W4312309807","https://openalex.org/W4312781440","https://openalex.org/W4312893741","https://openalex.org/W4327522797","https://openalex.org/W4385767482","https://openalex.org/W4386076151","https://openalex.org/W4392910807","https://openalex.org/W4401024350","https://openalex.org/W4402727134","https://openalex.org/W6637943851","https://openalex.org/W6638523607","https://openalex.org/W6717372056","https://openalex.org/W6745136726","https://openalex.org/W6762718338","https://openalex.org/W6794559225","https://openalex.org/W6797399245","https://openalex.org/W6798160016","https://openalex.org/W6798837711","https://openalex.org/W6861387779","https://openalex.org/W6861471380","https://openalex.org/W6862508046","https://openalex.org/W6868769990","https://openalex.org/W6869120663","https://openalex.org/W6870474696"],"related_works":["https://openalex.org/W4360784979","https://openalex.org/W2204605857","https://openalex.org/W2044270176","https://openalex.org/W1996489018","https://openalex.org/W2007664797","https://openalex.org/W2120981610","https://openalex.org/W3129669851","https://openalex.org/W2374828682","https://openalex.org/W2360759360","https://openalex.org/W2065064759"],"abstract_inverted_index":{"Low-level":[0],"texture":[1,45,70,111,127,162],"feature/knowledge":[2],"is":[3,92,119],"also":[4],"of":[5,65,176],"vital":[6],"importance":[7],"for":[8,50,84],"characterizing":[9],"the":[10,43,96,109,125,130,139,158,174,177],"local":[11],"structural":[12,67,110,159],"pattern":[13],"and":[14,23,53,68,72,77,103,113,123,143,149,160,180],"global":[15],"statistical":[16,69,126,161],"properties,":[17],"such":[18],"as":[19],"boundary,":[20],"smoothness,":[21],"regularity,":[22],"color":[24],"contrast,":[25],"which":[26],"may":[27],"not":[28],"be":[29],"well":[30],"addressed":[31],"by":[32],"high-level":[33],"deep":[34,48],"features.":[35],"In":[36],"this":[37,59],"paper,":[38],"we":[39,61,137],"aim":[40],"to":[41,94,107,121,151,156],"re-emphasize":[42],"low-level":[44,97],"information":[46,163],"in":[47],"networks":[49,155],"semantic":[51,85],"segmentation":[52,145,154,171],"related":[54],"knowledge":[55,71,128],"distillation":[56],"tasks.":[57],"To":[58],"end,":[60],"take":[62],"full":[63],"advantage":[64],"both":[66],"propose":[73,138],"a":[74],"novel":[75],"Structural":[76],"Statistical":[78],"Texture":[79,114],"Knowledge":[80],"Distillation":[81],"(SSTKD)":[82],"framework":[83],"segmentation.":[86],"Specifically,":[87],"Contourlet":[88],"Decomposition":[89],"Module":[90,117],"(CDM)":[91],"introduced":[93],"decompose":[95],"features":[98],"with":[99,129],"iterative":[100],"Laplacian":[101],"pyramid":[102],"directional":[104],"filter":[105],"bank":[106],"mine":[108],"knowledge,":[112],"Intensity":[115],"Equalization":[116],"(TIEM)":[118],"designed":[120],"extract":[122],"enhance":[124],"corresponding":[131],"Quantization":[132],"Congruence":[133],"Loss":[134],"(QDL).":[135],"Moreover,":[136],"Co-occurrence":[140],"TIEM":[141],"(C-TIEM)":[142],"generic":[144],"frameworks,":[146],"namely":[147],"STLNet++":[148],"U-SSNet,":[150],"enable":[152],"existing":[153],"harvest":[157],"more":[164],"effectively.":[165],"Extensive":[166],"experimental":[167],"results":[168],"on":[169,184],"three":[170],"tasks":[172],"demonstrate":[173],"effectiveness":[175],"proposed":[178],"methods":[179],"their":[181],"state-of-the-art":[182],"performance":[183],"seven":[185],"popular":[186],"benchmark":[187],"datasets,":[188],"respectively.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":5}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
