{"id":"https://openalex.org/W2914744211","doi":"https://doi.org/10.1109/ivcnz.2018.8634661","title":"Real-Time Drone Surveillance and Population Estimation of Marine Animals from Aerial Imagery","display_name":"Real-Time Drone Surveillance and Population Estimation of Marine Animals from Aerial Imagery","publication_year":2018,"publication_date":"2018-11-01","ids":{"openalex":"https://openalex.org/W2914744211","doi":"https://doi.org/10.1109/ivcnz.2018.8634661","mag":"2914744211"},"language":"en","primary_location":{"id":"doi:10.1109/ivcnz.2018.8634661","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ivcnz.2018.8634661","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 International Conference on Image and Vision Computing New Zealand (IVCNZ)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5102912673","display_name":"Muhammad Saqib","orcid":"https://orcid.org/0000-0003-4374-0888"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Muhammad Saqib","raw_affiliation_strings":["School of Software, Center for Artificial Intelligence, University of Technology Sydney, Ultimo, New South Wales, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Center for Artificial Intelligence, University of Technology Sydney, Ultimo, New South Wales, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084254025","display_name":"Sultan Daud Khan","orcid":"https://orcid.org/0000-0002-7406-8441"},"institutions":[{"id":"https://openalex.org/I4210088963","display_name":"University of Ha'il","ror":"https://ror.org/013w98a82","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210088963"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Sultan Daud Khan","raw_affiliation_strings":["University of Hail, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Hail, Saudi Arabia","institution_ids":["https://openalex.org/I4210088963"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008754736","display_name":"Nabin Sharma","orcid":"https://orcid.org/0000-0003-0841-1245"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nabin Sharma","raw_affiliation_strings":["School of Software, Center for Artificial Intelligence, University of Technology Sydney, Ultimo, New South Wales, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Center for Artificial Intelligence, University of Technology Sydney, Ultimo, New South Wales, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110115147","display_name":"Paul Scully-Power","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Paul Scully-Power","raw_affiliation_strings":["The Ripper Group Pty. Ltd, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Ripper Group Pty. Ltd, Australia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081302464","display_name":"Paul A. Butcher","orcid":"https://orcid.org/0000-0001-7338-6037"},"institutions":[{"id":"https://openalex.org/I2801559191","display_name":"New South Wales Department of Primary Industries","ror":"https://ror.org/050khh066","country_code":"AU","type":"government","lineage":["https://openalex.org/I2801351115","https://openalex.org/I2801559191"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Paul Butcher","raw_affiliation_strings":["NSW Department of Primary Industries - Fisheries, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NSW Department of Primary Industries - Fisheries, Australia","institution_ids":["https://openalex.org/I2801559191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038308154","display_name":"Andrew P. Colefax","orcid":"https://orcid.org/0000-0003-4720-0256"},"institutions":[{"id":"https://openalex.org/I66809481","display_name":"Southern Cross University","ror":"https://ror.org/001xkv632","country_code":"AU","type":"education","lineage":["https://openalex.org/I66809481"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Andrew Colefax","raw_affiliation_strings":["Southern Cross University, Queensland, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southern Cross University, Queensland, Australia","institution_ids":["https://openalex.org/I66809481"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045600512","display_name":"Michael Blumenstein","orcid":"https://orcid.org/0000-0002-9908-3744"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Michael Blumenstein","raw_affiliation_strings":["School of Software, Center for Artificial Intelligence, University of Technology Sydney, Ultimo, New South Wales, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Center for Artificial Intelligence, University of Technology Sydney, Ultimo, New South Wales, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":42,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10341","display_name":"Coral and Marine Ecosystems Studies","score":0.989300012588501,"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"}},"topics":[{"id":"https://openalex.org/T10341","display_name":"Coral and Marine Ecosystems Studies","score":0.989300012588501,"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/T10659","display_name":"Marine animal studies overview","score":0.9878000020980835,"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/T12388","display_name":"Identification and Quantification in Food","score":0.9840999841690063,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/clutter","display_name":"Clutter","score":0.7567297220230103},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7256512641906738},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7183545827865601},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6198196411132812},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.5989516973495483},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5826090574264526},{"id":"https://openalex.org/keywords/false-positive-paradox","display_name":"False positive paradox","score":0.5754212141036987},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5173661112785339},{"id":"https://openalex.org/keywords/drone","display_name":"Drone","score":0.4495674967765808},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36564403772354126},{"id":"https://openalex.org/keywords/radar","display_name":"Radar","score":0.12734782695770264},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08012324571609497}],"concepts":[{"id":"https://openalex.org/C132094186","wikidata":"https://www.wikidata.org/wiki/Q641585","display_name":"Clutter","level":3,"score":0.7567297220230103},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7256512641906738},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7183545827865601},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6198196411132812},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.5989516973495483},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5826090574264526},{"id":"https://openalex.org/C64869954","wikidata":"https://www.wikidata.org/wiki/Q1859747","display_name":"False positive paradox","level":2,"score":0.5754212141036987},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5173661112785339},{"id":"https://openalex.org/C59519942","wikidata":"https://www.wikidata.org/wiki/Q650665","display_name":"Drone","level":2,"score":0.4495674967765808},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36564403772354126},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.12734782695770264},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08012324571609497},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ivcnz.2018.8634661","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ivcnz.2018.8634661","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 International Conference on Image and Vision Computing New Zealand (IVCNZ)","raw_type":"proceedings-article"},{"id":"pmh:oai:opus.lib.uts.edu.au:10453/134579","is_oa":false,"landing_page_url":"http://hdl.handle.net/10453/134579","pdf_url":null,"source":{"id":"https://openalex.org/S4306401357","display_name":"UTS ePRESS (University of Technology Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114017466","host_organization_name":"University of Technology Sydney","host_organization_lineage":["https://openalex.org/I114017466"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceeding"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/14","score":0.8399999737739563,"display_name":"Life below water"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W284446012","https://openalex.org/W639708223","https://openalex.org/W1536680647","https://openalex.org/W1677182931","https://openalex.org/W1686810756","https://openalex.org/W1849277567","https://openalex.org/W1976959044","https://openalex.org/W2026164201","https://openalex.org/W2037227137","https://openalex.org/W2088049833","https://openalex.org/W2088929512","https://openalex.org/W2102605133","https://openalex.org/W2108598243","https://openalex.org/W2123175289","https://openalex.org/W2145983039","https://openalex.org/W2155893237","https://openalex.org/W2163605009","https://openalex.org/W2169419755","https://openalex.org/W2188839237","https://openalex.org/W2342924801","https://openalex.org/W2522256182","https://openalex.org/W2568654983","https://openalex.org/W2581395455","https://openalex.org/W2613718673","https://openalex.org/W2896409332","https://openalex.org/W2963173190","https://openalex.org/W6620707391","https://openalex.org/W6639204139","https://openalex.org/W6681368121","https://openalex.org/W6684922962","https://openalex.org/W6687286739","https://openalex.org/W6704645551"],"related_works":["https://openalex.org/W4229448053","https://openalex.org/W4327774218","https://openalex.org/W2059768187","https://openalex.org/W4247925126","https://openalex.org/W4312858960","https://openalex.org/W2949096641","https://openalex.org/W2970686063","https://openalex.org/W4320729701","https://openalex.org/W3034745255","https://openalex.org/W4254103348"],"abstract_inverted_index":{"Video":[0],"analysis":[1,19,34,65],"is":[2,25,97],"being":[3],"rapidly":[4],"adopted":[5,127],"by":[6,22],"marine":[7,16,51],"biologists":[8],"to":[9,30,75,102],"asses":[10],"the":[11,48,76,81,100,109,116],"population":[12,53],"and":[13,28,54,72,83,111,138],"migration":[14],"of":[15,20,35,50,78,115,123,133],"animals.":[17],"Manual":[18],"videos":[21,36],"human":[23],"observers":[24],"labor":[26],"intensive":[27],"prone":[29],"error.":[31],"The":[32],"automatic":[33],"using":[37],"state-of-the-art":[38,87],"deep":[39,120],"learning":[40,121],"object":[41,88],"detectors":[42],"provides":[43],"a":[44],"cost-effective":[45],"way":[46],"for":[47,128],"study":[49],"animals":[52],"their":[55],"ecosystem.":[56],"However,":[57],"there":[58],"are":[59],"many":[60],"challenges":[61],"associated":[62],"with":[63,130],"video":[64],"such":[66],"as":[67],"background":[68],"clutter,":[69],"illumination,":[70],"occlusions,":[71],"deformation.":[73],"Due":[74],"high-density":[77],"objects":[79],"in":[80,91],"images":[82],"sever":[84],"occlusion,":[85],"current":[86],"often":[89],"results":[90],"multiple":[92],"detections.":[93,117],"Therefore,":[94],"customized":[95],"Non-Maxima-Suppression":[96],"proposed":[98],"after":[99],"detections":[101,129],"suppress":[103],"false":[104],"positives":[105],"which":[106],"significantly":[107],"improves":[108],"counting":[110],"mean":[112],"average":[113],"precision":[114],"An":[118],"end-to-end":[119],"framework":[122],"Faster-RCNN":[124],"[1]":[125],"was":[126],"base":[131],"architectures":[132],"VGG16":[134],"[2],":[135],"VGGM":[136],"[3]":[137],"ZF":[139],"[4].":[140]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":13},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
