{"id":"https://openalex.org/W4313350235","doi":"https://doi.org/10.1109/tip.2022.3226418","title":"Transition Is a Process: Pair-to-Video Change Detection Networks for Very High Resolution Remote Sensing Images","display_name":"Transition Is a Process: Pair-to-Video Change Detection Networks for Very High Resolution Remote Sensing Images","publication_year":2022,"publication_date":"2022-12-07","ids":{"openalex":"https://openalex.org/W4313350235","doi":"https://doi.org/10.1109/tip.2022.3226418","pmid":"https://pubmed.ncbi.nlm.nih.gov/37015527"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2022.3226418","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2022.3226418","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/A5076353846","display_name":"Manhui Lin","orcid":"https://orcid.org/0000-0002-6933-9788"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210118728","display_name":"State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing","ror":"https://ror.org/02bpap860","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118728"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Manhui Lin","raw_affiliation_strings":["State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-6933-9788","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I4210118728","https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005906594","display_name":"Guangyi Yang","orcid":"https://orcid.org/0000-0002-1580-0188"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangyi Yang","raw_affiliation_strings":["School of Electronic Information, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-1580-0188","affiliations":[{"raw_affiliation_string":"School of Electronic Information, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100385579","display_name":"Hongyan Zhang","orcid":"https://orcid.org/0000-0002-7894-5755"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210118728","display_name":"State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing","ror":"https://ror.org/02bpap860","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118728"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongyan Zhang","raw_affiliation_strings":["State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-7894-5755","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I4210118728","https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":14.0464,"has_fulltext":false,"cited_by_count":143,"citation_normalized_percentile":{"value":0.99211004,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"32","issue":null,"first_page":"57","last_page":"71"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9984999895095825,"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":0.9984999895095825,"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":0.9861000180244446,"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/T10226","display_name":"Land Use and Ecosystem Services","score":0.9697999954223633,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8051912784576416},{"id":"https://openalex.org/keywords/change-detection","display_name":"Change detection","score":0.6674468517303467},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.6207291483879089},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6068293452262878},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5671950578689575},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5596637725830078},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5467677116394043},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4706258773803711},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.47049593925476074},{"id":"https://openalex.org/keywords/salient","display_name":"Salient","score":0.46697521209716797},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4378436803817749},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.41083937883377075},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3461993336677551}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8051912784576416},{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.6674468517303467},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.6207291483879089},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6068293452262878},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5671950578689575},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5596637725830078},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5467677116394043},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4706258773803711},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.47049593925476074},{"id":"https://openalex.org/C2780719617","wikidata":"https://www.wikidata.org/wiki/Q1030752","display_name":"Salient","level":2,"score":0.46697521209716797},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4378436803817749},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.41083937883377075},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3461993336677551},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2022.3226418","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2022.3226418","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:37015527","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37015527","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/G2918223366","display_name":null,"funder_award_id":"2020CFA053","funder_id":"https://openalex.org/F4320322186","funder_display_name":"Natural Science Foundation of Hubei Province"},{"id":"https://openalex.org/G5377590583","display_name":null,"funder_award_id":"42071322","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8145771212","display_name":null,"funder_award_id":"61871298","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/F4320322186","display_name":"Natural Science Foundation of Hubei Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":67,"referenced_works":["https://openalex.org/W10703220","https://openalex.org/W1522301498","https://openalex.org/W1661193476","https://openalex.org/W1836465849","https://openalex.org/W2009175701","https://openalex.org/W2064675550","https://openalex.org/W2073134030","https://openalex.org/W2088557643","https://openalex.org/W2140023211","https://openalex.org/W2156303437","https://openalex.org/W2168894214","https://openalex.org/W2194775991","https://openalex.org/W2432402544","https://openalex.org/W2792827505","https://openalex.org/W2805152403","https://openalex.org/W2884585870","https://openalex.org/W2891248708","https://openalex.org/W2908320224","https://openalex.org/W2908624219","https://openalex.org/W2921458013","https://openalex.org/W2951991161","https://openalex.org/W2962858109","https://openalex.org/W2962934715","https://openalex.org/W2963524571","https://openalex.org/W2969081030","https://openalex.org/W2976669726","https://openalex.org/W2979572910","https://openalex.org/W2986816104","https://openalex.org/W2990503944","https://openalex.org/W2997043451","https://openalex.org/W3007268491","https://openalex.org/W3010257550","https://openalex.org/W3027201985","https://openalex.org/W3027225766","https://openalex.org/W3034847898","https://openalex.org/W3036453075","https://openalex.org/W3100555577","https://openalex.org/W3102127038","https://openalex.org/W3108772932","https://openalex.org/W3109717595","https://openalex.org/W3121052081","https://openalex.org/W3130754787","https://openalex.org/W3133438312","https://openalex.org/W3145267755","https://openalex.org/W3151351087","https://openalex.org/W3152747703","https://openalex.org/W3174568846","https://openalex.org/W3175859344","https://openalex.org/W3176330035","https://openalex.org/W3179303890","https://openalex.org/W3180045188","https://openalex.org/W3189451737","https://openalex.org/W3194968429","https://openalex.org/W3195032332","https://openalex.org/W3204841830","https://openalex.org/W3210464403","https://openalex.org/W3217456364","https://openalex.org/W4205432963","https://openalex.org/W4205947740","https://openalex.org/W4289743188","https://openalex.org/W6631190155","https://openalex.org/W6638667902","https://openalex.org/W6682864246","https://openalex.org/W6684665197","https://openalex.org/W6752991588","https://openalex.org/W6753412334","https://openalex.org/W6798945365"],"related_works":["https://openalex.org/W2329500892","https://openalex.org/W28991112","https://openalex.org/W2370726991","https://openalex.org/W2568858292","https://openalex.org/W1515964938","https://openalex.org/W2369710579","https://openalex.org/W2389381914","https://openalex.org/W4327728159","https://openalex.org/W4394266730","https://openalex.org/W1990856605"],"abstract_inverted_index":{"As":[0],"an":[1],"important":[2],"yet":[3],"challenging":[4],"task":[5],"in":[6,143],"Earth":[7],"observation,":[8],"change":[9,64],"detection":[10,65],"(CD)":[11],"is":[12,78,122,182],"undergoing":[13],"a":[14,51,62,69,88,155],"technological":[15],"revolution,":[16],"given":[17],"the":[18,81,104,109,118,126,133,147,151],"broadening":[19],"application":[20],"of":[21,46,57,90,106,145],"deep":[22,26,119],"learning.":[23],"Nevertheless,":[24],"existing":[25],"learning-based":[27],"CD":[28,86,141],"methods":[29],"still":[30],"suffer":[31],"from":[32,80],"two":[33,94],"salient":[34],"issues:":[35],"1)":[36],"incomplete":[37],"temporal":[38,76],"modeling,":[39],"and":[40,54,59,101,108,150,159],"2)":[41],"space-time":[42],"coupling.":[43],"In":[44],"view":[45],"these":[47],"issues,":[48],"we":[49],"propose":[50],"more":[52],"explicit":[53],"sophisticated":[55],"modeling":[56],"time":[58],"accordingly":[60],"establish":[61],"pair-to-video":[63],"(P2V-CD)":[66],"framework.":[67],"First,":[68],"pseudo":[70],"transition":[71],"video":[72,91],"that":[73,132],"carries":[74],"rich":[75],"information":[77],"constructed":[79],"input":[82],"image":[83],"pair,":[84],"interpreting":[85],"as":[87],"problem":[89],"understanding.":[92],"Then,":[93],"decoupled":[95],"encoders":[96,110],"are":[97,111],"utilized":[98],"to":[99,124,138],"spatially":[100],"temporally":[102],"recognize":[103],"type":[105],"transition,":[107],"laterally":[112],"connected":[113],"for":[114],"mutual":[115],"promotion.":[116],"Furthermore,":[117],"supervision":[120],"technique":[121],"applied":[123],"accelerate":[125],"model":[127,157],"training.":[128],"We":[129],"illustrate":[130],"experimentally":[131],"P2V-CD":[134],"method":[135,172],"compares":[136],"favorably":[137],"other":[139],"state-of-the-art":[140],"approaches":[142],"terms":[144],"both":[146],"visual":[148],"effect":[149],"evaluation":[152],"metrics,":[153],"with":[154],"moderate":[156],"size":[158],"relatively":[160],"lower":[161],"computational":[162],"overhead.":[163],"Extensive":[164],"feature":[165],"map":[166],"visualization":[167],"experiments":[168],"demonstrate":[169],"how":[170],"our":[171],"works":[173],"beyond":[174],"making":[175],"contrasts":[176],"between":[177],"bi-temporal":[178],"images.":[179],"Source":[180],"code":[181],"available":[183],"at":[184],"https://github.com/Bobholamovic/CDLab.":[185]},"counts_by_year":[{"year":2026,"cited_by_count":15},{"year":2025,"cited_by_count":57},{"year":2024,"cited_by_count":61},{"year":2023,"cited_by_count":10}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
