{"id":"https://openalex.org/W4417169522","doi":"https://doi.org/10.1109/tgrs.2025.3642171","title":"Learning From Human Insights for Remote Sensing Change Detection","display_name":"Learning From Human Insights for Remote Sensing Change Detection","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4417169522","doi":"https://doi.org/10.1109/tgrs.2025.3642171"},"language":null,"primary_location":{"id":"doi:10.1109/tgrs.2025.3642171","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3642171","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/A5107907255","display_name":"Z. Li","orcid":"https://orcid.org/0009-0000-4623-7896"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihao Li","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0009-0000-4623-7896","affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048223720","display_name":"Yikun Liu","orcid":"https://orcid.org/0000-0001-5698-7623"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yikun Liu","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0001-5698-7623","affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113368346","display_name":"Minghao Liu","orcid":"https://orcid.org/0009-0003-4042-0149"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minghao Liu","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0009-0003-4042-0149","affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036183903","display_name":"Gongping Yang","orcid":"https://orcid.org/0000-0001-7637-2749"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gongping Yang","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0001-7637-2749","affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I154099455"],"apc_list":null,"apc_paid":null,"fwci":1.5239,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.86653981,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.979200005531311,"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":0.979200005531311,"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.011500000022351742,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10757","display_name":"Geographic Information Systems Studies","score":0.0012000000569969416,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.7275999784469604},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.697700023651123},{"id":"https://openalex.org/keywords/change-detection","display_name":"Change detection","score":0.5906000137329102},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5569999814033508},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4909999966621399},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.47929999232292175},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.446399986743927},{"id":"https://openalex.org/keywords/cosine-similarity","display_name":"Cosine similarity","score":0.4036000072956085}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7354000210762024},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.7275999784469604},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.697700023651123},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6146000027656555},{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.5906000137329102},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5569999814033508},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4909999966621399},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4887000024318695},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.47929999232292175},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.446399986743927},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.445499986410141},{"id":"https://openalex.org/C2780762811","wikidata":"https://www.wikidata.org/wiki/Q1784941","display_name":"Cosine similarity","level":3,"score":0.4036000072956085},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.4023999869823456},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.3736000061035156},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.3440999984741211},{"id":"https://openalex.org/C2221639","wikidata":"https://www.wikidata.org/wiki/Q2877","display_name":"Discrete cosine transform","level":3,"score":0.3393999934196472},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32989999651908875},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.3246999979019165},{"id":"https://openalex.org/C178009071","wikidata":"https://www.wikidata.org/wiki/Q93344","display_name":"Trigonometric functions","level":2,"score":0.3021000027656555},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2842999994754791},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.27320000529289246},{"id":"https://openalex.org/C151201525","wikidata":"https://www.wikidata.org/wiki/Q177239","display_name":"Limit (mathematics)","level":2,"score":0.27000001072883606},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.2685000002384186},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.25279998779296875},{"id":"https://openalex.org/C2781195486","wikidata":"https://www.wikidata.org/wiki/Q289436","display_name":"Texture (cosmology)","level":3,"score":0.25099998712539673}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2025.3642171","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3642171","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/G2720939331","display_name":null,"funder_award_id":"ZR2025MS1008","funder_id":"https://openalex.org/F4320336925","funder_display_name":"Shandong Provincial Postdoctoral Science Foundation"},{"id":"https://openalex.org/G5042593332","display_name":null,"funder_award_id":"ZR2025MS1008","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null},{"id":"https://openalex.org/F4320336925","display_name":"Shandong Provincial Postdoctoral Science Foundation","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W1981795482","https://openalex.org/W2006370340","https://openalex.org/W2018367208","https://openalex.org/W2040870580","https://openalex.org/W2064675550","https://openalex.org/W2074097040","https://openalex.org/W2111320133","https://openalex.org/W2118615399","https://openalex.org/W2122057893","https://openalex.org/W2132984323","https://openalex.org/W2144552105","https://openalex.org/W2171590421","https://openalex.org/W2194775991","https://openalex.org/W2314745469","https://openalex.org/W2805152403","https://openalex.org/W2891248708","https://openalex.org/W2962914239","https://openalex.org/W3027225766","https://openalex.org/W3034771037","https://openalex.org/W3120467244","https://openalex.org/W3127542860","https://openalex.org/W3180045188","https://openalex.org/W3182257909","https://openalex.org/W3193414609","https://openalex.org/W3214719104","https://openalex.org/W4206591456","https://openalex.org/W4213285154","https://openalex.org/W4285298122","https://openalex.org/W4289656386","https://openalex.org/W4289752563","https://openalex.org/W4312549298","https://openalex.org/W4312832682","https://openalex.org/W4312916726","https://openalex.org/W4313023779","https://openalex.org/W4318766188","https://openalex.org/W4377079808","https://openalex.org/W4378717144","https://openalex.org/W4378804791","https://openalex.org/W4385245566","https://openalex.org/W4386066146","https://openalex.org/W4386071531","https://openalex.org/W4389890872","https://openalex.org/W4390578054","https://openalex.org/W4390873031","https://openalex.org/W4391467945","https://openalex.org/W4391559577","https://openalex.org/W4393148360","https://openalex.org/W4393153744","https://openalex.org/W4393154086","https://openalex.org/W4393158343","https://openalex.org/W4394896827","https://openalex.org/W4396877756","https://openalex.org/W4399146353","https://openalex.org/W4402727344","https://openalex.org/W4403210503","https://openalex.org/W4403792302","https://openalex.org/W4404708701","https://openalex.org/W4414123462","https://openalex.org/W4415796197"],"related_works":[],"abstract_inverted_index":{"Remote":[0],"sensing":[1],"change":[2,220],"detection":[3,221],"(RSCD)":[4],"aims":[5],"to":[6,114,129,270,283],"accurately":[7,130],"identify":[8,131],"changed":[9],"objects":[10,37,128],"within":[11,210],"the":[12,18,30,41,58,109,121,132,137,141,196,204,228,261,284,292,296,300,307],"same":[13],"region":[14],"over":[15,38,112],"time,":[16],"facilitating":[17],"interpretation":[19],"of":[20,35,46,50,105,108,123,126,295,309],"Earth\u2019s":[21],"surface":[22],"dynamics.":[23],"However,":[24],"RSCD":[25,230,327],"faces":[26],"two":[27],"fundamental":[28],"challenges:":[29],"variation":[31],"in":[32,43,243,260],"partial":[33],"representations":[34],"identical":[36,110],"time":[39,113],"and":[40,69,80,193,236,305],"similarity":[42],"certain":[44],"properties":[45,75,107,125,174],"different":[47,127],"objects,":[48],"both":[49],"which":[51,63,101,226],"significantly":[52],"hinder":[53],"performance.":[54],"Drawing":[55],"inspiration":[56],"from":[57,216,278],"human":[59,217,229,241,285,301],"difference":[60,83,200,302],"analysis":[61,303],"strategy,":[62],"detects":[64],"changes":[65,91],"by":[66,274],"empirically":[67],"selecting":[68],"integrating":[70],"inter-object":[71,205],"comparisons":[72],"across":[73,323],"various":[74,160],"(such":[76,175,183],"as":[77,118,120,176,184],"color,":[78],"boundary,":[79],"texture),":[81],"a":[82,148,164,214,246],"analyzer":[84],"(DA)":[85],"is":[86,168,224,258,267,332],"introduced.":[87],"The":[88,329],"DA":[89,197,209,297],"identifies":[90],"based":[92],"on":[93],"property-based":[94],"features":[95,277],"rather":[96],"than":[97],"holistic":[98],"spatial":[99,272],"features,":[100],"enables":[102],"adaptive":[103],"suppression":[104,122],"inconsistent":[106],"object":[111,161],"eliminate":[115],"pseudo":[116],"changes,":[117,133],"well":[119],"similar":[124],"thus":[134],"effectively":[135],"overcoming":[136],"aforementioned":[138],"challenges.":[139],"Specifically,":[140],"bi-temporal":[142],"property":[143,191,199,311],"descriptors":[144,201],"are":[145],"derived":[146],"using":[147],"newly":[149],"proposed":[150],"sliding":[151],"discrete":[152],"cosine":[153],"transform":[154],"(SDCT),":[155],"where":[156],"distinct":[157],"channels":[158],"represent":[159,203],"properties.":[162],"Subsequently,":[163],"cross-descriptor":[165],"attention":[166],"(CDA)":[167],"developed":[169],"that":[170,202,251,291,318],"selectively":[171],"activates":[172],"discriminative":[173],"building":[177],"boundaries)":[178],"while":[179],"suppressing":[180],"interfering":[181],"ones":[182],"illumination-induced":[185],"color":[186],"variations),":[187],"enabling":[188],"effective":[189],"selected":[190],"integration":[192],"comparisons.":[194,206],"Next,":[195],"constructs":[198],"To":[207,239],"embed":[208],"an":[211],"end-to-end":[212],"network,":[213],"learning":[215],"insights":[218],"for":[219],"network":[222],"(LHICD-Net)":[223],"proposed,":[225],"replicates":[227],"process":[231],"through":[232],"perception,":[233],"analysis,":[234],"refinement,":[235],"prediction":[237],"stages.":[238],"match":[240],"perception":[242],"diverse":[244,279],"bands,":[245],"high-frequency":[247,254],"residual":[248],"structure":[249],"(HRS)":[250],"can":[252],"preserve":[253],"information":[255],"during":[256],"down-sampling":[257],"incorporated":[259],"encoder.":[262],"A":[263],"refinement":[264,286],"module":[265],"(RM)":[266],"also":[268],"designed":[269],"enhance":[271],"details":[273],"extracting":[275],"fine-grained":[276],"receptive":[280],"fields,":[281],"corresponding":[282],"stage.":[287],"Importantly,":[288],"we":[289],"reveal":[290],"working":[293],"mechanism":[294],"aligns":[298],"with":[299],"strategy":[304],"validate":[306],"superiority":[308],"our":[310],"descriptor":[312],"generation":[313],"method.":[314],"Extensive":[315],"experiments":[316],"confirm":[317],"LHICD-Net":[319],"outperforms":[320],"state-of-the-art":[321],"methods":[322],"three":[324],"widely":[325],"used":[326],"datasets.":[328],"source":[330],"code":[331],"available":[333],"at":[334],"https://github.com/yihui1230/LHICDNet.":[335]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-19T00:32:22.182498","created_date":"2025-12-09T00:00:00"}