{"id":"https://openalex.org/W4391547940","doi":"https://doi.org/10.1109/tgrs.2024.3362728","title":"A Decoder-Focused Multitask Network for Semantic Change Detection","display_name":"A Decoder-Focused Multitask Network for Semantic Change Detection","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4391547940","doi":"https://doi.org/10.1109/tgrs.2024.3362728"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2024.3362728","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3362728","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","raw_type":"journal-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/A5100356610","display_name":"Zhe Li","orcid":"https://orcid.org/0000-0001-7579-7702"},"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":"Zhe Li","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0001-7579-7702","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032178315","display_name":"X T Xiao-Tian Wang","orcid":"https://orcid.org/0009-0007-2873-8612"},"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":"Xiaoxin Wang","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China"],"raw_orcid":"https://orcid.org/0009-0007-2873-8612","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090286520","display_name":"Sheng Fang","orcid":"https://orcid.org/0009-0002-1078-2184"},"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":"Sheng Fang","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054412130","display_name":"Jianli Zhao","orcid":"https://orcid.org/0000-0002-7291-9003"},"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":"Jianli Zhao","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0002-7291-9003","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101567055","display_name":"Shuqi Yang","orcid":"https://orcid.org/0000-0001-7004-6731"},"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":"Shuqi Yang","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0001-7004-6731","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103134929","display_name":"Wen Li","orcid":"https://orcid.org/0009-0008-6786-1514"},"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":"Wen Li","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China"],"raw_orcid":"https://orcid.org/0009-0008-6786-1514","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100356610"],"corresponding_institution_ids":["https://openalex.org/I80143920"],"apc_list":null,"apc_paid":null,"fwci":16.6106,"has_fulltext":false,"cited_by_count":54,"citation_normalized_percentile":{"value":0.99368804,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"62","issue":null,"first_page":"1","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9819999933242798,"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/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9599000215530396,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8293159008026123},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.6837177276611328},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.6799262762069702},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5199617147445679},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.49802136421203613},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.463069349527359},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.449073851108551},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.4475458860397339},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40142059326171875},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3239583969116211},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.11561089754104614}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8293159008026123},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.6837177276611328},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.6799262762069702},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5199617147445679},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.49802136421203613},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.463069349527359},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.449073851108551},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.4475458860397339},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40142059326171875},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3239583969116211},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.11561089754104614},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2024.3362728","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3362728","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4308620966","display_name":null,"funder_award_id":"ZR2022MF325","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G8571611006","display_name":null,"funder_award_id":"42276185","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/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2107922075","https://openalex.org/W2138055993","https://openalex.org/W2138621090","https://openalex.org/W2165350297","https://openalex.org/W2170140722","https://openalex.org/W2194775991","https://openalex.org/W2564140372","https://openalex.org/W2570343428","https://openalex.org/W2741377155","https://openalex.org/W2751993439","https://openalex.org/W2798441115","https://openalex.org/W2891248708","https://openalex.org/W2895401575","https://openalex.org/W2953308875","https://openalex.org/W2959581809","https://openalex.org/W2963091558","https://openalex.org/W2963351448","https://openalex.org/W2966542792","https://openalex.org/W3015038817","https://openalex.org/W3017092406","https://openalex.org/W3027225766","https://openalex.org/W3085046840","https://openalex.org/W3099503507","https://openalex.org/W3120467244","https://openalex.org/W3124502372","https://openalex.org/W3130754787","https://openalex.org/W3132455321","https://openalex.org/W3144483443","https://openalex.org/W3170647102","https://openalex.org/W3176330035","https://openalex.org/W3180045188","https://openalex.org/W3193414609","https://openalex.org/W3194467570","https://openalex.org/W3194968429","https://openalex.org/W3202757651","https://openalex.org/W3217456364","https://openalex.org/W4220756528","https://openalex.org/W4226191648","https://openalex.org/W4246193833","https://openalex.org/W4285188443","https://openalex.org/W4290079400","https://openalex.org/W4293193635","https://openalex.org/W4297883960","https://openalex.org/W4312549298","https://openalex.org/W4312636943","https://openalex.org/W4312772581","https://openalex.org/W4313476697","https://openalex.org/W4324360044","https://openalex.org/W4377079808","https://openalex.org/W4382203405","https://openalex.org/W4385245566","https://openalex.org/W4385574797","https://openalex.org/W4385832418","https://openalex.org/W6638444622","https://openalex.org/W6684665197"],"related_works":["https://openalex.org/W4390516098","https://openalex.org/W2161474341","https://openalex.org/W4302615923","https://openalex.org/W2181948922","https://openalex.org/W3203142394","https://openalex.org/W2351061015","https://openalex.org/W2384362569","https://openalex.org/W4220731478","https://openalex.org/W2163885456","https://openalex.org/W4242191701"],"abstract_inverted_index":{"Recently,":[0],"Semantic":[1,42],"Change":[2,36],"Detection":[3,37],"(SCD)":[4],"has":[5],"gained":[6],"growing":[7],"attention":[8],"from":[9,87,191],"the":[10,28,59,64,110,137,143,156,166,182,189,192,201],"Remote":[11],"Sensing":[12],"(RS)":[13],"research":[14],"community":[15],"due":[16,112],"to":[17,62,113,135,164,175,239],"its":[18,114],"critical":[19],"role":[20],"in":[21,169],"Earth":[22],"observation":[23],"applications.":[24],"Typical":[25],"approaches":[26,48],"tackle":[27],"task":[29],"using":[30],"a":[31,88,102,106,152],"multi-task":[32],"network,":[33],"comprising":[34],"one":[35,53,119],"(CD)":[38],"sub-task":[39],"and":[40,84,105,184,199,217,225],"two":[41,147],"Segmentation":[43],"(SS)":[44],"sub-tasks.":[45],"Although":[46],"these":[47],"have":[49],"achieved":[50],"good":[51],"performance,":[52],"crucial":[54],"question":[55],"persists:":[56],"What":[57],"is":[58,131,161,246],"effective":[60,123],"way":[61],"handle":[63],"feature":[65,126,140,144,157],"interactions":[66],"across":[67,128,181,221],"SCD":[68,82,241],"sub-tasks?":[69],"To":[70],"address":[71],"this":[72,74],"issue,":[73],"paper":[75],"first":[76],"offers":[77],"an":[78,99],"overview":[79],"of":[80,91],"existing":[81],"networks":[83],"compares":[85],"them":[86],"perspective":[89],"view":[90],"Multi-Task":[92],"Learning":[93],"(MTL).":[94],"Following":[95],"that,":[96],"we":[97],"select":[98],"architecture":[100],"combining":[101],"two-branch":[103],"encoder":[104,195],"three-branch":[107],"decoder":[108,125],"as":[109],"baseline":[111],"compatibility":[115],"with":[116,171],"MTL.":[117],"Then,":[118],"simple":[120],"yet":[121],"very":[122],"module,":[124],"interaction":[127],"sub-tasks":[129,186],"(DFIT),":[130],"introduced.":[132],"DFIT":[133,198],"seeks":[134],"enhance":[136,165],"CD":[138,185,216],"decoding":[139,149],"by":[141,187,212],"leveraging":[142],"differences":[145],"between":[146],"SS":[148,183,218],"branches":[150],"on":[151,214],"layer-wise":[153],"basis.":[154],"Additionally,":[155],"aggregation":[158],"module":[159],"(FAM)":[160],"designed":[162],"further":[163],"network":[167,203],"performance":[168],"cooperation":[170],"DFIT.":[172],"FAM":[173],"aims":[174],"produce":[176],"more":[177,209],"representative":[178,210],"shared":[179],"information":[180,211],"merging":[188],"outputs":[190],"final":[193],"three":[194],"layers.":[196],"Combining":[197],"FAM,":[200],"proposed":[202],"exploiting":[204],"Decoder-Focused":[205],"MTL":[206],"(DEFO-MTLSCD)":[207],"presents":[208],"capitalizing":[213],"both":[215],"losses":[219],"back-propagations":[220],"all":[222],"coding":[223],"paths":[224],"achieves":[226],"better":[227],"performance.":[228],"Experimental":[229],"results":[230],"reveal":[231],"that":[232],"our":[233],"method":[234],"outperforms":[235],"state-of-the-art":[236],"performances":[237],"relative":[238],"previous":[240],"efforts.":[242],"Our":[243],"source":[244],"code":[245],"released":[247],"at":[248],"https://github.com/byyztgxz/Decoder_Fusion.":[249]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":30},{"year":2024,"cited_by_count":18}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
