{"id":"https://openalex.org/W4414196751","doi":"https://doi.org/10.1109/tip.2025.3607632","title":"Motion and Appearance Decoupling Representation for Event Cameras","display_name":"Motion and Appearance Decoupling Representation for Event Cameras","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4414196751","doi":"https://doi.org/10.1109/tip.2025.3607632","pmid":"https://pubmed.ncbi.nlm.nih.gov/40953414"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2025.3607632","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tip.2025.3607632","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1109/tip.2025.3607632","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023542220","display_name":"Nuo Chen","orcid":"https://orcid.org/0000-0001-6936-197X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nuo Chen","raw_affiliation_strings":["College of Electronic Science and Technology, National University of Defense Technology (NUDT), Changsha, China","College of Electronic Science and Technology, National University of Defense Technology (NUDT), P. R. China"],"raw_orcid":"https://orcid.org/0000-0001-6936-197X","affiliations":[{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology (NUDT), Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology (NUDT), P. R. China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100732745","display_name":"Boyang Li","orcid":"https://orcid.org/0000-0002-4479-9008"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Boyang Li","raw_affiliation_strings":["College of Electronic Science and Technology, National University of Defense Technology (NUDT), Changsha, China","College of Electronic Science and Technology, National University of Defense Technology (NUDT), P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-4479-9008","affiliations":[{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology (NUDT), Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology (NUDT), P. R. China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052232868","display_name":"Yingqian Wang","orcid":"https://orcid.org/0000-0002-9081-6227"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingqian Wang","raw_affiliation_strings":["College of Electronic Science and Technology, National University of Defense Technology (NUDT), Changsha, China","College of Electronic Science and Technology, National University of Defense Technology (NUDT), P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-9081-6227","affiliations":[{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology (NUDT), Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology (NUDT), P. R. China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024412258","display_name":"Xinyi Ying","orcid":"https://orcid.org/0000-0002-3683-1477"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyi Ying","raw_affiliation_strings":["College of Electronic Science and Technology, National University of Defense Technology (NUDT), Changsha, China","College of Electronic Science and Technology, National University of Defense Technology (NUDT), P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-3683-1477","affiliations":[{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology (NUDT), Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology (NUDT), P. R. China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058116832","display_name":"Longguang Wang","orcid":"https://orcid.org/0000-0003-0429-0263"},"institutions":[{"id":"https://openalex.org/I4210167232","display_name":"PLA Air Force Aviation University","ror":"https://ror.org/031g2ra50","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210167232"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Longguang Wang","raw_affiliation_strings":["Aviation University of Air Force, Changchun, China"],"raw_orcid":"https://orcid.org/0000-0003-0429-0263","affiliations":[{"raw_affiliation_string":"Aviation University of Air Force, Changchun, China","institution_ids":["https://openalex.org/I4210167232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102728674","display_name":"Chushu Zhang","orcid":"https://orcid.org/0009-0000-8579-875X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chushu Zhang","raw_affiliation_strings":["College of Electronic Science and Technology, National University of Defense Technology (NUDT), Changsha, China","College of Electronic Science and Technology, National University of Defense Technology (NUDT), P. R. China"],"raw_orcid":"https://orcid.org/0009-0000-8579-875X","affiliations":[{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology (NUDT), Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology (NUDT), P. R. China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013644792","display_name":"Yulan Guo","orcid":"https://orcid.org/0000-0003-0952-476X"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yulan Guo","raw_affiliation_strings":["School of Electronics and Communication Engineering, Sun Yat-sen University, Shenzhen Campus, Shenzhen, China","School of Electronics and Communication Engineering, Sun Yat-sen University, Shenzhen Campus, P. R. China"],"raw_orcid":"https://orcid.org/0000-0003-0952-476X","affiliations":[{"raw_affiliation_string":"School of Electronics and Communication Engineering, Sun Yat-sen University, Shenzhen Campus, Shenzhen, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"School of Electronics and Communication Engineering, Sun Yat-sen University, Shenzhen Campus, P. R. China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028749038","display_name":"Miao Li","orcid":"https://orcid.org/0009-0004-7246-977X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Miao Li","raw_affiliation_strings":["College of Electronic Science and Technology, National University of Defense Technology (NUDT), Changsha, China","College of Electronic Science and Technology, National University of Defense Technology (NUDT), P. R. China"],"raw_orcid":"https://orcid.org/0009-0004-7246-977X","affiliations":[{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology (NUDT), Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology (NUDT), P. R. China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032382317","display_name":"Wei An","orcid":"https://orcid.org/0000-0001-8319-2105"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei An","raw_affiliation_strings":["College of Electronic Science and Technology, National University of Defense Technology (NUDT), Changsha, China","College of Electronic Science and Technology, National University of Defense Technology (NUDT), P. R. China"],"raw_orcid":"https://orcid.org/0000-0001-8319-2105","affiliations":[{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology (NUDT), Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology (NUDT), P. R. China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":48.8208,"has_fulltext":false,"cited_by_count":52,"citation_normalized_percentile":{"value":0.99936341,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"34","issue":null,"first_page":"5964","last_page":"5977"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13553","display_name":"Age of Information Optimization","score":0.9266999959945679,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T13553","display_name":"Age of Information Optimization","score":0.9266999959945679,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9039999842643738,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/discriminative-model","display_name":"Discriminative model","score":0.6097000241279602},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.580299973487854},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5569999814033508},{"id":"https://openalex.org/keywords/decoupling","display_name":"Decoupling (probability)","score":0.5220000147819519},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4268999993801117},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.40299999713897705},{"id":"https://openalex.org/keywords/pyramid","display_name":"Pyramid (geometry)","score":0.3894999921321869},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.38920000195503235},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.3865000009536743}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7713000178337097},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.730400025844574},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6557999849319458},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.6097000241279602},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.580299973487854},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5569999814033508},{"id":"https://openalex.org/C205606062","wikidata":"https://www.wikidata.org/wiki/Q5249645","display_name":"Decoupling (probability)","level":2,"score":0.5220000147819519},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4268999993801117},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.40299999713897705},{"id":"https://openalex.org/C142575187","wikidata":"https://www.wikidata.org/wiki/Q3358290","display_name":"Pyramid (geometry)","level":2,"score":0.3894999921321869},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.38920000195503235},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.3865000009536743},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.36660000681877136},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.359499990940094},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.34450000524520874},{"id":"https://openalex.org/C10161872","wikidata":"https://www.wikidata.org/wiki/Q557891","display_name":"Motion estimation","level":2,"score":0.33899998664855957},{"id":"https://openalex.org/C48007421","wikidata":"https://www.wikidata.org/wiki/Q676252","display_name":"Motion capture","level":3,"score":0.326200008392334},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.31040000915527344},{"id":"https://openalex.org/C77277458","wikidata":"https://www.wikidata.org/wiki/Q1969246","display_name":"Temporal database","level":2,"score":0.30570000410079956},{"id":"https://openalex.org/C4679612","wikidata":"https://www.wikidata.org/wiki/Q866298","display_name":"Aggregate (composite)","level":2,"score":0.2946999967098236},{"id":"https://openalex.org/C119666444","wikidata":"https://www.wikidata.org/wiki/Q5977280","display_name":"Temporal resolution","level":2,"score":0.29030001163482666},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.288100004196167},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.28130000829696655},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.2671999931335449},{"id":"https://openalex.org/C2777708103","wikidata":"https://www.wikidata.org/wiki/Q852589","display_name":"Motion blur","level":3,"score":0.2605000138282776},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.25589999556541443},{"id":"https://openalex.org/C183322885","wikidata":"https://www.wikidata.org/wiki/Q17007702","display_name":"Context model","level":3,"score":0.2558000087738037},{"id":"https://openalex.org/C64876066","wikidata":"https://www.wikidata.org/wiki/Q5141226","display_name":"Cognitive neuroscience of visual object recognition","level":3,"score":0.25360000133514404},{"id":"https://openalex.org/C53533937","wikidata":"https://www.wikidata.org/wiki/Q185020","display_name":"Histogram","level":3,"score":0.2524000108242035}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2025.3607632","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tip.2025.3607632","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Image Processing","raw_type":"journal-article"},{"id":"pmid:40953414","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40953414","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":{"id":"doi:10.1109/tip.2025.3607632","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tip.2025.3607632","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Image Processing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5708572916","display_name":null,"funder_award_id":"62401590","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":65,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W1901129140","https://openalex.org/W1975697167","https://openalex.org/W2064675550","https://openalex.org/W2154167842","https://openalex.org/W2507953016","https://openalex.org/W2537595437","https://openalex.org/W2560609797","https://openalex.org/W2565639579","https://openalex.org/W2788172931","https://openalex.org/W2796402180","https://openalex.org/W2883294120","https://openalex.org/W2904275768","https://openalex.org/W2921116036","https://openalex.org/W2955504279","https://openalex.org/W2963127485","https://openalex.org/W2963508807","https://openalex.org/W2963510238","https://openalex.org/W2965867763","https://openalex.org/W2971854498","https://openalex.org/W2979750740","https://openalex.org/W2982433817","https://openalex.org/W2984844508","https://openalex.org/W2998281665","https://openalex.org/W3010268791","https://openalex.org/W3034469298","https://openalex.org/W3039515597","https://openalex.org/W3049318984","https://openalex.org/W3095334530","https://openalex.org/W3097883549","https://openalex.org/W3110053799","https://openalex.org/W3134123147","https://openalex.org/W3168825659","https://openalex.org/W3176249739","https://openalex.org/W3196480172","https://openalex.org/W3202353648","https://openalex.org/W3202858245","https://openalex.org/W4205262662","https://openalex.org/W4205982568","https://openalex.org/W4214588794","https://openalex.org/W4214755140","https://openalex.org/W4221147914","https://openalex.org/W4225688144","https://openalex.org/W4253803843","https://openalex.org/W4281385234","https://openalex.org/W4283808849","https://openalex.org/W4312281374","https://openalex.org/W4313046416","https://openalex.org/W4321512628","https://openalex.org/W4323065857","https://openalex.org/W4385285879","https://openalex.org/W4385486227","https://openalex.org/W4385805013","https://openalex.org/W4386071850","https://openalex.org/W4386075690","https://openalex.org/W4390871787","https://openalex.org/W4390872068","https://openalex.org/W4401415889","https://openalex.org/W4401806424","https://openalex.org/W4402727829","https://openalex.org/W4403001777","https://openalex.org/W4403021820","https://openalex.org/W4404520526","https://openalex.org/W4404690083","https://openalex.org/W4407008833"],"related_works":[],"abstract_inverted_index":{"Event":[0],"cameras,":[1],"with":[2],"high":[3,7],"temporal":[4,97,130],"resolution":[5],"and":[6,21,56,72,100,131,135,158],"dynamic":[8,41],"range,":[9],"have":[10],"shown":[11],"great":[12],"potential":[13],"under":[14],"extreme":[15],"scenarios":[16],"such":[17],"as":[18],"high-speed":[19],"movement":[20],"low":[22],"illumination.":[23],"However,":[24],"previous":[25],"event":[26,31,76,83,120],"representation":[27,77],"methods":[28],"typically":[29],"aggregate":[30],"data":[32],"into":[33,85],"a":[34,46,70],"single":[35],"dense":[36],"tensor,":[37],"often":[38],"overlooking":[39],"the":[40,80,93,107,119,172],"changes":[42],"of":[43],"events":[44],"within":[45],"given":[47],"time":[48],"unit.":[49],"This":[50,89],"limitation":[51],"can":[52],"introduce":[53],"historical":[54],"artifacts":[55],"semantic":[57,156],"inconsistencies,":[58],"ultimately":[59],"degrading":[60],"model":[61],"performance.":[62],"Inspired":[63],"by":[64],"human":[65,159],"visual":[66],"prior,":[67],"we":[68],"propose":[69],"motion":[71,121],"appearance":[73],"decoupling":[74],"(MAD)":[75],"to":[78,128],"disentangle":[79],"mixed":[81],"spatial-temporal":[82],"tensor":[84],"two":[86],"independent":[87],"branches.":[88],"bio-inspired":[90],"design":[91],"helps":[92],"network":[94],"extract":[95],"discriminative":[96],"(i.e.,":[98,102,153],"motion)":[99],"spatial":[101,132],"appearance)":[103],"information,":[104],"thus":[105],"reducing":[106],"network's":[108],"learning":[109],"burden":[110],"toward":[111],"complex":[112],"high-level":[113],"interpretation":[114],"tasks.":[115],"In":[116],"our":[117,166,179],"method,":[118],"guided":[122],"attention":[123],"module":[124],"(EMGA)":[125],"is":[126,181,191],"designed":[127,143],"achieve":[129],"feature":[133],"interaction":[134],"fusion":[136],"sequentially.":[137],"Based":[138],"on":[139,171],"EMGA,":[140],"three":[141,174],"specially":[142],"decoder":[144],"heads":[145],"are":[146],"proposed":[147],"for":[148,185],"several":[149],"representative":[150],"event-based":[151,187],"tasks":[152],"object":[154],"detection,":[155],"segmentation,":[157],"pose":[160],"estimation).":[161],"Experimental":[162],"results":[163],"demonstrate":[164],"that":[165,178],"method":[167,180],"achieves":[168],"state-of-the-art":[169],"performance":[170],"above":[173],"tasks,":[175],"which":[176],"reveals":[177],"an":[182],"easy-to-implement":[183],"replacement":[184],"currently":[186],"methods.":[188],"Our":[189],"code":[190],"available":[192],"at:":[193],"https://github.com/ChenYichen9527/MAD-representation.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":46},{"year":2025,"cited_by_count":6}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}