{"id":"https://openalex.org/W4402351743","doi":"https://doi.org/10.1109/ijcnn60899.2024.10651000","title":"DBDH: A Dual-Branch Dual-Head Neural Network for Invisible Embedded Regions Localization","display_name":"DBDH: A Dual-Branch Dual-Head Neural Network for Invisible Embedded Regions Localization","publication_year":2024,"publication_date":"2024-06-30","ids":{"openalex":"https://openalex.org/W4402351743","doi":"https://doi.org/10.1109/ijcnn60899.2024.10651000"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn60899.2024.10651000","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn60899.2024.10651000","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","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/A5101634804","display_name":"Chengxin Zhao","orcid":"https://orcid.org/0000-0001-8269-9799"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chengxin Zhao","raw_affiliation_strings":["Huazhong University of Science and Technology,School of Computer Science and Technology,China"],"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology,School of Computer Science and Technology,China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037263298","display_name":"Hefei Ling","orcid":"https://orcid.org/0000-0001-6797-7412"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hefei Ling","raw_affiliation_strings":["Huazhong University of Science and Technology,School of Computer Science and Technology,China"],"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology,School of Computer Science and Technology,China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077655388","display_name":"Sijing Xie","orcid":"https://orcid.org/0000-0003-1066-4997"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sijing Xie","raw_affiliation_strings":["Huazhong University of Science and Technology,School of Computer Science and Technology,China"],"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology,School of Computer Science and Technology,China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100406405","display_name":"Nan Sun","orcid":"https://orcid.org/0000-0001-7583-9802"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan Sun","raw_affiliation_strings":["Huazhong University of Science and Technology,School of Computer Science and Technology,China"],"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology,School of Computer Science and Technology,China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052016306","display_name":"Zongyi Li","orcid":"https://orcid.org/0000-0003-2081-9665"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongyi Li","raw_affiliation_strings":["Huazhong University of Science and Technology,School of Computer Science and Technology,China"],"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology,School of Computer Science and Technology,China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113375160","display_name":"Yuxuan Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxuan Shi","raw_affiliation_strings":["Huazhong University of Science and Technology,School of Computer Science and Technology,China"],"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology,School of Computer Science and Technology,China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006074303","display_name":"Jiazhong Chen","orcid":"https://orcid.org/0000-0003-2159-9393"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiazhong Chen","raw_affiliation_strings":["Huazhong University of Science and Technology,School of Computer Science and Technology,China"],"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology,School of Computer Science and Technology,China","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5101634804"],"corresponding_institution_ids":["https://openalex.org/I47720641"],"apc_list":null,"apc_paid":null,"fwci":0.7895,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.73023841,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"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":0.9975000023841858,"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":0.9975000023841858,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9922999739646912,"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/T11408","display_name":"Advanced Optical Imaging Technologies","score":0.9922000169754028,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.8625860810279846},{"id":"https://openalex.org/keywords/head","display_name":"Head (geology)","score":0.6525163054466248},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6273284554481506},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5134066343307495},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34914883971214294},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.32040083408355713},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.10926806926727295}],"concepts":[{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.8625860810279846},{"id":"https://openalex.org/C2780312720","wikidata":"https://www.wikidata.org/wiki/Q5689100","display_name":"Head (geology)","level":2,"score":0.6525163054466248},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6273284554481506},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5134066343307495},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34914883971214294},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.32040083408355713},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.10926806926727295},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C114793014","wikidata":"https://www.wikidata.org/wiki/Q52109","display_name":"Geomorphology","level":1,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn60899.2024.10651000","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn60899.2024.10651000","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W2009130368","https://openalex.org/W2055625960","https://openalex.org/W2194775991","https://openalex.org/W2598666589","https://openalex.org/W2741137940","https://openalex.org/W2886335102","https://openalex.org/W2886934227","https://openalex.org/W2899413106","https://openalex.org/W2952651666","https://openalex.org/W2963420686","https://openalex.org/W2989435086","https://openalex.org/W3014641072","https://openalex.org/W3034771037","https://openalex.org/W3034856584","https://openalex.org/W3102097413","https://openalex.org/W3113009928","https://openalex.org/W3134266446","https://openalex.org/W4214543711","https://openalex.org/W4304092681","https://openalex.org/W4313149882","https://openalex.org/W6631190155","https://openalex.org/W6785895317"],"related_works":["https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2772917594","https://openalex.org/W2775347418","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Embedding":[0],"invisible":[1,40,95,186],"hyperlinks":[2],"or":[3],"hidden":[4],"codes":[5,11],"in":[6,26,73],"images":[7],"to":[8,37,44,50,64,109,123,138,156],"replace":[9],"QR":[10],"has":[12],"become":[13],"a":[14,83,101,135],"hot":[15],"topic":[16],"recently.":[17],"This":[18,54],"technology":[19],"requires":[20],"first":[21],"localizing":[22],"the":[23,27,39,59,68,74,91,111,128,141,145,158,161,179,206,210],"embedded":[24,41,69,96,129,180],"region":[25,42,163],"captured":[28],"photos":[29],"before":[30],"decoding.":[31],"Existing":[32],"methods":[33],"that":[34],"train":[35],"models":[36],"find":[38],"struggle":[43],"obtain":[45],"accurate":[46],"localization":[47,93,201],"results,":[48],"leading":[49],"degraded":[51],"decoding":[52],"accuracy.":[53],"limitation":[55],"is":[56,62,71,121],"primarily":[57],"because":[58],"CNN":[60],"network":[61,88],"sensitive":[63],"low-frequency":[65],"signals,":[66],"while":[67],"signal":[70],"typically":[72],"high-frequency":[75,112],"form.":[76],"Based":[77,182],"on":[78,183],"this,":[79],"this":[80],"paper":[81],"proposes":[82],"Dual-Branch":[84],"Dual-Head":[85],"(DBDH)":[86],"neural":[87],"tailored":[89],"for":[90,172,197],"precise":[92],"of":[94,144,160,178,209],"regions.":[97,132],"Specifically,":[98],"DBDH":[99,133,212],"uses":[100],"low-level":[102],"texture":[103],"branch":[104,120],"containing":[105],"62":[106],"high-pass":[107],"filters":[108],"capture":[110],"signals":[113],"induced":[114],"by":[115],"embedding.":[116],"A":[117],"high-level":[118],"context":[119],"used":[122],"extract":[124],"discriminative":[125],"features":[126],"between":[127],"and":[130,194,199],"normal":[131],"employs":[134],"detection":[136],"head":[137,155,168],"directly":[139],"detect":[140],"four":[142],"vertices":[143],"embedding":[146,162],"region.":[147],"In":[148],"addition,":[149],"we":[150,190],"introduce":[151],"an":[152],"extra":[153],"segmentation":[154,167],"segment":[157],"mask":[159],"during":[164],"training.":[165],"The":[166],"provides":[169],"pixel-level":[170],"supervision":[171],"model":[173],"learning,":[174],"facilitating":[175],"better":[176],"learning":[177],"signals.":[181],"two":[184,192],"state-of-the-art":[185],"offline-to-online":[187],"messaging":[188],"methods,":[189],"construct":[191],"datasets":[193],"augmentation":[195],"strategies":[196],"training":[198],"testing":[200],"models.":[202],"Extensive":[203],"experiments":[204],"demonstrate":[205],"superior":[207],"performance":[208],"proposed":[211],"over":[213],"existing":[214],"methods.":[215]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
