{"id":"https://openalex.org/W3164954959","doi":"https://doi.org/10.1109/tip.2021.3082297","title":"Graph Regularized Flow Attention Network for Video Animal Counting From Drones","display_name":"Graph Regularized Flow Attention Network for Video Animal Counting From Drones","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3164954959","doi":"https://doi.org/10.1109/tip.2021.3082297","mag":"3164954959","pmid":"https://pubmed.ncbi.nlm.nih.gov/34048343"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2021.3082297","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2021.3082297","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/A5006952581","display_name":"Pengfei Zhu","orcid":"https://orcid.org/0000-0002-4310-9140"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Pengfei Zhu","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005022182","display_name":"Tao Peng","orcid":"https://orcid.org/0000-0003-0848-7901"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Peng","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027501592","display_name":"Dawei Du","orcid":"https://orcid.org/0000-0001-9404-524X"},"institutions":[{"id":"https://openalex.org/I113508548","display_name":"Albany State University","ror":"https://ror.org/01vme4277","country_code":"US","type":"education","lineage":["https://openalex.org/I113508548"]},{"id":"https://openalex.org/I392282","display_name":"University at Albany, State University of New York","ror":"https://ror.org/012zs8222","country_code":"US","type":"education","lineage":["https://openalex.org/I392282"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dawei Du","raw_affiliation_strings":["University at Albany, State University of New York, Albany, NY, USA"],"affiliations":[{"raw_affiliation_string":"University at Albany, State University of New York, Albany, NY, USA","institution_ids":["https://openalex.org/I113508548","https://openalex.org/I392282"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040501978","display_name":"Hongtao Yu","orcid":"https://orcid.org/0000-0002-8836-337X"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongtao Yu","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100337161","display_name":"Libo Zhang","orcid":"https://orcid.org/0000-0001-8450-0958"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Libo Zhang","raw_affiliation_strings":["Institute of Software Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Software Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056686459","display_name":"Qinghua Hu","orcid":"https://orcid.org/0000-0001-7765-8095"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinghua Hu","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5006952581"],"corresponding_institution_ids":["https://openalex.org/I162868743"],"apc_list":null,"apc_paid":null,"fwci":2.0347,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.88653896,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"30","issue":null,"first_page":"5339","last_page":"5351"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9998999834060669,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9998999834060669,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.998199999332428,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9948999881744385,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7543608546257019},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.622796356678009},{"id":"https://openalex.org/keywords/crowds","display_name":"Crowds","score":0.5861136317253113},{"id":"https://openalex.org/keywords/optical-flow","display_name":"Optical flow","score":0.5656769275665283},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.49285221099853516},{"id":"https://openalex.org/keywords/density-estimation","display_name":"Density estimation","score":0.4821617007255554},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.47674760222435},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.47590336203575134},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4422687888145447},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.4293642044067383},{"id":"https://openalex.org/keywords/drone","display_name":"Drone","score":0.41075146198272705},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16425824165344238},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.1522904634475708},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.1374897062778473}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7543608546257019},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.622796356678009},{"id":"https://openalex.org/C2777852691","wikidata":"https://www.wikidata.org/wiki/Q13430821","display_name":"Crowds","level":2,"score":0.5861136317253113},{"id":"https://openalex.org/C155542232","wikidata":"https://www.wikidata.org/wiki/Q736111","display_name":"Optical flow","level":3,"score":0.5656769275665283},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.49285221099853516},{"id":"https://openalex.org/C189508267","wikidata":"https://www.wikidata.org/wiki/Q17088227","display_name":"Density estimation","level":3,"score":0.4821617007255554},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.47674760222435},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.47590336203575134},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4422687888145447},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.4293642044067383},{"id":"https://openalex.org/C59519942","wikidata":"https://www.wikidata.org/wiki/Q650665","display_name":"Drone","level":2,"score":0.41075146198272705},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16425824165344238},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.1522904634475708},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.1374897062778473},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000383","descriptor_name":"Agriculture","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000383","descriptor_name":"Agriculture","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000383","descriptor_name":"Agriculture","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000835","descriptor_name":"Animals, Wild","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000835","descriptor_name":"Animals, Wild","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000835","descriptor_name":"Animals, Wild","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003441","descriptor_name":"Crowding","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003441","descriptor_name":"Crowding","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003441","descriptor_name":"Crowding","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003625","descriptor_name":"Data Collection","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D003625","descriptor_name":"Data Collection","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D003625","descriptor_name":"Data Collection","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2021.3082297","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2021.3082297","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:34048343","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34048343","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/G214305076","display_name":null,"funder_award_id":"61876127","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3275963075","display_name":null,"funder_award_id":"2018AAA0102402","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G4013770026","display_name":null,"funder_award_id":"61925602","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G441328039","display_name":null,"funder_award_id":"61876088","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6813436119","display_name":null,"funder_award_id":"61732011","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7625510445","display_name":null,"funder_award_id":"2017YFB0801900","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8882685696","display_name":null,"funder_award_id":"17JCZDJC30800","funder_id":"https://openalex.org/F4320323993","funder_display_name":"Natural Science Foundation of Tianjin City"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323993","display_name":"Natural Science Foundation of Tianjin City","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":69,"referenced_works":["https://openalex.org/W1506491340","https://openalex.org/W1522301498","https://openalex.org/W1686810756","https://openalex.org/W1836844700","https://openalex.org/W1910776219","https://openalex.org/W1978232622","https://openalex.org/W2072232009","https://openalex.org/W2075875861","https://openalex.org/W2077520767","https://openalex.org/W2088929512","https://openalex.org/W2096349671","https://openalex.org/W2120815373","https://openalex.org/W2123175289","https://openalex.org/W2143122210","https://openalex.org/W2154872931","https://openalex.org/W2164990725","https://openalex.org/W2168356304","https://openalex.org/W2319358180","https://openalex.org/W2463631526","https://openalex.org/W2517615595","https://openalex.org/W2519786711","https://openalex.org/W2520723410","https://openalex.org/W2586716774","https://openalex.org/W2741077351","https://openalex.org/W2752508182","https://openalex.org/W2752782242","https://openalex.org/W2810030371","https://openalex.org/W2886443245","https://openalex.org/W2897949738","https://openalex.org/W2950855258","https://openalex.org/W2958927440","https://openalex.org/W2962720716","https://openalex.org/W2962835968","https://openalex.org/W2962854645","https://openalex.org/W2962921175","https://openalex.org/W2963420686","https://openalex.org/W2963693541","https://openalex.org/W2963782415","https://openalex.org/W2964018834","https://openalex.org/W2964209782","https://openalex.org/W2964721919","https://openalex.org/W2970971581","https://openalex.org/W2981436300","https://openalex.org/W2982007926","https://openalex.org/W2987988567","https://openalex.org/W2993565147","https://openalex.org/W3004672782","https://openalex.org/W3015469128","https://openalex.org/W3027606690","https://openalex.org/W3093105758","https://openalex.org/W3097305524","https://openalex.org/W3109349646","https://openalex.org/W3113251869","https://openalex.org/W3119214860","https://openalex.org/W3128808131","https://openalex.org/W4295312788","https://openalex.org/W6631190155","https://openalex.org/W6637373629","https://openalex.org/W6678246861","https://openalex.org/W6682644385","https://openalex.org/W6726976787","https://openalex.org/W6727040340","https://openalex.org/W6754034799","https://openalex.org/W6766115997","https://openalex.org/W6766978945","https://openalex.org/W6771222063","https://openalex.org/W6783907515","https://openalex.org/W6786994212","https://openalex.org/W6788610482"],"related_works":["https://openalex.org/W4229448053","https://openalex.org/W4247925126","https://openalex.org/W4327774218","https://openalex.org/W2059768187","https://openalex.org/W4312858960","https://openalex.org/W4386036939","https://openalex.org/W4379143281","https://openalex.org/W2605096541","https://openalex.org/W3200286695","https://openalex.org/W4212885606"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3,64,126],"propose":[4],"a":[5,66],"large-scale":[6],"video":[7,83],"based":[8],"animal":[9],"counting":[10,188],"dataset":[11,22,192],"collected":[12,36],"by":[13,32],"drones":[14,33],"(AnimalDrone)":[15],"for":[16,149],"agriculture":[17],"and":[18,34,53,61,90,114,136],"wildlife":[19],"protection.":[20],"The":[21,190],"consists":[23],"of":[24,43,58,82,152,164,180],"two":[25],"subsets,":[26],"i.e.,":[27],"PartA":[28],"captured":[29],"on":[30,146,160],"site":[31],"PartB":[35],"from":[37],"the":[38,102,111,117,122,128,142,155,161,178,181],"Internet,":[39],"with":[40,85,185],"rich":[41],"annotations":[42],"more":[44],"than":[45],"4":[46],"million":[47],"objects":[48],"in":[49,56,79,106],"53,":[50],"644":[51],"frames":[52,108,167],"corresponding":[54],"attributes":[55],"terms":[57],"density,":[59,88],"altitude":[60],"view.":[62],"Moreover,":[63,125],"develop":[65],"new":[67],"graph":[68,156],"regularized":[69],"flow":[70,99],"attention":[71],"network":[72,143],"(GFAN)":[73],"to":[74,100,109,120,140,144,168,176],"perform":[75],"density":[76,123,134,162],"map":[77],"estimation":[78],"dense":[80],"crowds":[81],"clips":[84],"arbitrary":[86],"crowd":[87],"perspective,":[89],"flight":[91],"altitude.":[92],"Specifically,":[93],"our":[94],"GFAN":[95],"method":[96],"leverages":[97],"optical":[98],"warp":[101],"multi-scale":[103],"feature":[104],"maps":[105,163],"sequential":[107],"exploit":[110],"temporal":[112,170],"relations,":[113],"then":[115],"combines":[116],"enhanced":[118],"features":[119,148],"predict":[121],"maps.":[124],"introduce":[127],"multi-granularity":[129],"loss":[130,135,139],"function":[131],"including":[132],"pixel-wise":[133],"region-wise":[137],"count":[138],"enforce":[141],"concentrate":[145],"discriminative":[147],"different":[150],"scales":[151],"objects.":[153],"Meanwhile,":[154],"regularizer":[157],"is":[158,193],"imposed":[159],"multiple":[165],"consecutive":[166],"maintain":[169],"coherency.":[171],"Extensive":[172],"experiments":[173],"are":[174],"conducted":[175],"demonstrate":[177],"effectiveness":[179],"proposed":[182],"method,":[183],"compared":[184],"several":[186],"state-of-the-art":[187],"algorithms.":[189],"AnimalDrone":[191],"available":[194],"at":[195],"https://github.com/VisDrone/AnimalDrone.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}