{"id":"https://openalex.org/W4306830744","doi":"https://doi.org/10.1109/tip.2022.3189828","title":"FindNet: Can You Find Me? Boundary-and-Texture Enhancement Network for Camouflaged Object Detection","display_name":"FindNet: Can You Find Me? Boundary-and-Texture Enhancement Network for Camouflaged Object Detection","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4306830744","doi":"https://doi.org/10.1109/tip.2022.3189828","pmid":"https://pubmed.ncbi.nlm.nih.gov/36256691"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2022.3189828","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2022.3189828","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","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/A5100432748","display_name":"Peng Li","orcid":"https://orcid.org/0000-0002-9113-8245"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Li","raw_affiliation_strings":["School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-9113-8245","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010801486","display_name":"Xuefeng Yan","orcid":"https://orcid.org/0000-0001-6030-0855"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuefeng Yan","raw_affiliation_strings":["School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0001-6030-0855","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025607153","display_name":"Hongwei Zhu","orcid":"https://orcid.org/0000-0001-6484-3371"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongwei Zhu","raw_affiliation_strings":["School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051555459","display_name":"Mingqiang Wei","orcid":"https://orcid.org/0000-0003-0429-490X"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingqiang Wei","raw_affiliation_strings":["School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-0429-490X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100363146","display_name":"Xiao\u2013Ping Zhang","orcid":"https://orcid.org/0000-0001-5241-0069"},"institutions":[{"id":"https://openalex.org/I530967","display_name":"Toronto Metropolitan University","ror":"https://ror.org/05g13zd79","country_code":"CA","type":"education","lineage":["https://openalex.org/I530967"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xiao-Ping Zhang","raw_affiliation_strings":["Department of Electrical, Computer and Biomedical Engineering, Ryerson University, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0001-5241-0069","affiliations":[{"raw_affiliation_string":"Department of Electrical, Computer and Biomedical Engineering, Ryerson University, Toronto, ON, Canada","institution_ids":["https://openalex.org/I530967"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005393674","display_name":"Jing Qin","orcid":"https://orcid.org/0000-0002-2961-0860"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jing Qin","raw_affiliation_strings":["School of Nursing, The Hong Kong Polytechnic University, Hong Kong, SAR, China"],"raw_orcid":"https://orcid.org/0000-0002-2961-0860","affiliations":[{"raw_affiliation_string":"School of Nursing, The Hong Kong Polytechnic University, Hong Kong, SAR, China","institution_ids":["https://openalex.org/I14243506"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.0357,"has_fulltext":false,"cited_by_count":70,"citation_normalized_percentile":{"value":0.96850175,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"31","issue":null,"first_page":"6396","last_page":"6411"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9868999719619751,"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/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9868999719619751,"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/T10997","display_name":"Ocular Surface and Contact Lens","score":0.9510999917984009,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":0.949999988079071,"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/boundary","display_name":"Boundary (topology)","score":0.7591152191162109},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.6864981055259705},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6826086640357971},{"id":"https://openalex.org/keywords/texture","display_name":"Texture (cosmology)","score":0.6287500858306885},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5806825160980225},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5632571578025818},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.5151111483573914},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.510104238986969},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.5049496293067932},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4694247841835022},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.44481298327445984},{"id":"https://openalex.org/keywords/complement","display_name":"Complement (music)","score":0.442116379737854},{"id":"https://openalex.org/keywords/camouflage","display_name":"Camouflage","score":0.4122893512248993},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3327850103378296},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.27776390314102173},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.0813799500465393},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07382073998451233},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.06996169686317444}],"concepts":[{"id":"https://openalex.org/C62354387","wikidata":"https://www.wikidata.org/wiki/Q875399","display_name":"Boundary (topology)","level":2,"score":0.7591152191162109},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.6864981055259705},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6826086640357971},{"id":"https://openalex.org/C2781195486","wikidata":"https://www.wikidata.org/wiki/Q289436","display_name":"Texture (cosmology)","level":3,"score":0.6287500858306885},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5806825160980225},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5632571578025818},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.5151111483573914},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.510104238986969},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.5049496293067932},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4694247841835022},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.44481298327445984},{"id":"https://openalex.org/C112313634","wikidata":"https://www.wikidata.org/wiki/Q7886648","display_name":"Complement (music)","level":5,"score":0.442116379737854},{"id":"https://openalex.org/C2776196576","wikidata":"https://www.wikidata.org/wiki/Q196113","display_name":"Camouflage","level":2,"score":0.4122893512248993},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3327850103378296},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.27776390314102173},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0813799500465393},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07382073998451233},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.06996169686317444},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C188082640","wikidata":"https://www.wikidata.org/wiki/Q1780899","display_name":"Complementation","level":4,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C127716648","wikidata":"https://www.wikidata.org/wiki/Q104053","display_name":"Phenotype","level":3,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D005556","descriptor_name":"Form Perception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005556","descriptor_name":"Form Perception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005556","descriptor_name":"Form Perception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2022.3189828","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2022.3189828","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","raw_type":"journal-article"},{"id":"pmid:36256691","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36256691","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 image processing : a publication of the IEEE Signal Processing Society","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5387761213","display_name":null,"funder_award_id":"62172218","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8081687432","display_name":null,"funder_award_id":"U2033202","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":false,"pdf":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W1513184069","https://openalex.org/W1968773971","https://openalex.org/W1982075130","https://openalex.org/W1994922096","https://openalex.org/W2014788144","https://openalex.org/W2038754339","https://openalex.org/W2063779601","https://openalex.org/W2108598243","https://openalex.org/W2194775991","https://openalex.org/W2412782625","https://openalex.org/W2560023338","https://openalex.org/W2758104855","https://openalex.org/W2928165649","https://openalex.org/W2943545929","https://openalex.org/W2963112696","https://openalex.org/W2963529609","https://openalex.org/W2963868681","https://openalex.org/W2964775615","https://openalex.org/W2970248908","https://openalex.org/W2987701848","https://openalex.org/W2988916019","https://openalex.org/W2990984982","https://openalex.org/W2998359545","https://openalex.org/W3003121299","https://openalex.org/W3008914387","https://openalex.org/W3009702330","https://openalex.org/W3015575979","https://openalex.org/W3034185160","https://openalex.org/W3034684132","https://openalex.org/W3035290198","https://openalex.org/W3035422681","https://openalex.org/W3087224902","https://openalex.org/W3089626472","https://openalex.org/W3092344722","https://openalex.org/W3094815392","https://openalex.org/W3095586648","https://openalex.org/W3103611212","https://openalex.org/W3135874576","https://openalex.org/W3164711802","https://openalex.org/W3168112135","https://openalex.org/W3173782971","https://openalex.org/W3176152216","https://openalex.org/W3179443972","https://openalex.org/W3203700770","https://openalex.org/W3211937532","https://openalex.org/W4297813866","https://openalex.org/W6631190155","https://openalex.org/W6766978945","https://openalex.org/W6840571137"],"related_works":["https://openalex.org/W2891575204","https://openalex.org/W1837097281","https://openalex.org/W2095705906","https://openalex.org/W2975200075","https://openalex.org/W2007544051","https://openalex.org/W2732308154","https://openalex.org/W1988485990","https://openalex.org/W3177406559","https://openalex.org/W2170701234","https://openalex.org/W2334336442"],"abstract_inverted_index":{"Camouflaged":[0],"objects":[1,31],"share":[2],"very":[3,143],"similar":[4,144],"colors":[5],"but":[6,142,148],"have":[7],"different":[8],"semantics":[9],"with":[10],"the":[11,18,24,43,73,77,91,95,99,109,127],"surroundings.":[12],"Cognitive":[13],"scientists":[14],"observe":[15],"that":[16],"both":[17,72],"global":[19,92],"contour":[20,93],"(i.e.,":[21,27],"boundary)":[22],"and":[23,98,117,152,156,178],"local":[25,110],"pattern":[26],"texture)":[28],"of":[29,66,94,136,163,175],"camouflaged":[30,56,78,96],"are":[32,123],"key":[33],"cues":[34],"to":[35,88,106,125],"help":[36],"humans":[37],"find":[38],"them":[39],"successfully.":[40],"Inspired":[41],"by":[42],"cognitive":[44],"scientist's":[45],"observation,":[46],"we":[47],"propose":[48],"a":[49],"novel":[50],"boundary-and-texture":[51,74],"enhancement":[52,83,101],"network":[53],"(FindNet)":[54],"for":[55],"object":[57,79],"detection":[58,176],"(COD)":[59],"from":[60,64,115],"single":[61],"images.":[62],"Different":[63],"most":[65],"existing":[67],"COD":[68],"methods,":[69],"FindNet":[70,130,164],"embeds":[71],"information":[75],"into":[76],"features.":[80],"The":[81,112,181],"boundary":[82,179],"(BE)":[84],"module":[85,103],"is":[86,104],"leveraged":[87],"focus":[89,107],"on":[90,108,133,169],"object,":[97],"texture":[100],"(TE)":[102],"utilized":[105],"pattern.":[111],"enhanced":[113],"features":[114],"BE":[116],"TE,":[118],"which":[119],"complement":[120],"each":[121],"other,":[122],"combined":[124],"obtain":[126],"final":[128],"prediction.":[129],"performs":[131],"competently":[132],"various":[134],"conditions":[135],"COD,":[137],"including":[138],"slightly":[139,149],"clear":[140,161],"boundaries":[141,147,155],"textures,":[145,151],"fuzzy":[146,154],"differentiated":[150],"simultaneous":[153],"textures.":[157],"Experimental":[158],"results":[159],"exhibit":[160],"improvements":[162],"over":[165],"fifteen":[166],"state-of-the-art":[167],"methods":[168],"four":[170],"benchmark":[171],"datasets,":[172],"in":[173],"terms":[174],"accuracy":[177],"clearness.":[180],"code":[182],"will":[183],"be":[184],"publicly":[185],"released.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":29},{"year":2024,"cited_by_count":24},{"year":2023,"cited_by_count":9}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
