{"id":"https://openalex.org/W2772489440","doi":"https://doi.org/10.1109/igarss.2017.8127090","title":"Fast animal detection in UAV images using convolutional neural networks","display_name":"Fast animal detection in UAV images using convolutional neural networks","publication_year":2017,"publication_date":"2017-07-01","ids":{"openalex":"https://openalex.org/W2772489440","doi":"https://doi.org/10.1109/igarss.2017.8127090","mag":"2772489440"},"language":"en","primary_location":{"id":"doi:10.1109/igarss.2017.8127090","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss.2017.8127090","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://research.wur.nl/en/publications/fast-animal-detection-in-uav-images-using-convolutional-neural-ne","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055174808","display_name":"Benjamin Kellenberger","orcid":"https://orcid.org/0000-0002-2902-2014"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Benjamin Kellenberger","raw_affiliation_strings":["MultiModal Remote Sensing, University of Zurich, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MultiModal Remote Sensing, University of Zurich, Switzerland","institution_ids":["https://openalex.org/I202697423"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037775056","display_name":"Michele Volpi","orcid":"https://orcid.org/0000-0003-2771-0750"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Michele Volpi","raw_affiliation_strings":["MultiModal Remote Sensing, University of Zurich, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MultiModal Remote Sensing, University of Zurich, Switzerland","institution_ids":["https://openalex.org/I202697423"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005192117","display_name":"Devis Tuia","orcid":"https://orcid.org/0000-0003-0374-2459"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Devis Tuia","raw_affiliation_strings":["MultiModal Remote Sensing, University of Zurich, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MultiModal Remote Sensing, University of Zurich, Switzerland","institution_ids":["https://openalex.org/I202697423"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I202697423"],"apc_list":null,"apc_paid":null,"fwci":1.5128,"has_fulltext":false,"cited_by_count":99,"citation_normalized_percentile":{"value":0.91760505,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"866","last_page":"869"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","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"}},"topics":[{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","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/T10191","display_name":"Robotics and Sensor-Based Localization","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.994700014591217,"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/poaching","display_name":"Poaching","score":0.7783067226409912},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7645604610443115},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7023434638977051},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6272205710411072},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.6180078387260437},{"id":"https://openalex.org/keywords/wildlife","display_name":"Wildlife","score":0.5318120718002319},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4636339843273163},{"id":"https://openalex.org/keywords/video-tracking","display_name":"Video tracking","score":0.43521010875701904},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.37015536427497864},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36248332262039185},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.32035040855407715},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.23771193623542786}],"concepts":[{"id":"https://openalex.org/C2776217272","wikidata":"https://www.wikidata.org/wiki/Q34577","display_name":"Poaching","level":3,"score":0.7783067226409912},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7645604610443115},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7023434638977051},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6272205710411072},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.6180078387260437},{"id":"https://openalex.org/C29376679","wikidata":"https://www.wikidata.org/wiki/Q241741","display_name":"Wildlife","level":2,"score":0.5318120718002319},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4636339843273163},{"id":"https://openalex.org/C202474056","wikidata":"https://www.wikidata.org/wiki/Q1931635","display_name":"Video tracking","level":3,"score":0.43521010875701904},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.37015536427497864},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36248332262039185},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.32035040855407715},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.23771193623542786},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/igarss.2017.8127090","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss.2017.8127090","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)","raw_type":"proceedings-article"},{"id":"pmh:oai:library.wur.nl:wurpubs/563152","is_oa":true,"landing_page_url":"https://research.wur.nl/en/publications/fast-animal-detection-in-uav-images-using-convolutional-neural-ne","pdf_url":null,"source":{"id":"https://openalex.org/S4210201231","display_name":"Socio-Environmental Systems Modeling","issn_l":"2663-3027","issn":["2663-3027"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISBN: 9781509049523","raw_type":"Article in monograph or in proceedings"}],"best_oa_location":{"id":"pmh:oai:library.wur.nl:wurpubs/563152","is_oa":true,"landing_page_url":"https://research.wur.nl/en/publications/fast-animal-detection-in-uav-images-using-convolutional-neural-ne","pdf_url":null,"source":{"id":"https://openalex.org/S4210201231","display_name":"Socio-Environmental Systems Modeling","issn_l":"2663-3027","issn":["2663-3027"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISBN: 9781509049523","raw_type":"Article in monograph or in proceedings"},"sustainable_development_goals":[{"score":0.7099999785423279,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1536680647","https://openalex.org/W1560380655","https://openalex.org/W1836465849","https://openalex.org/W2031489346","https://openalex.org/W2053228669","https://openalex.org/W2059299633","https://openalex.org/W2088049833","https://openalex.org/W2088264916","https://openalex.org/W2102605133","https://openalex.org/W2112044572","https://openalex.org/W2117539524","https://openalex.org/W2151103935","https://openalex.org/W2161969291","https://openalex.org/W2163605009","https://openalex.org/W2171188998","https://openalex.org/W2297338375","https://openalex.org/W2412558220","https://openalex.org/W2949117887","https://openalex.org/W2963037989","https://openalex.org/W6633519119","https://openalex.org/W6683411478","https://openalex.org/W6684191040"],"related_works":["https://openalex.org/W4285313745","https://openalex.org/W2762288885","https://openalex.org/W2047303889","https://openalex.org/W2007153472","https://openalex.org/W3013417527","https://openalex.org/W2969055757","https://openalex.org/W2969228573","https://openalex.org/W3131692135","https://openalex.org/W2965594636","https://openalex.org/W2912550626"],"abstract_inverted_index":{"Illegal":[0],"wildlife":[1,29,111],"poaching":[2,13],"poses":[3],"one":[4],"severe":[5],"threat":[6],"to":[7,11,22,25,41,71,85],"the":[8,109,131],"environment.":[9],"Measures":[10],"stem":[12],"have":[14,39],"only":[15],"been":[16],"with":[17],"limited":[18],"success,":[19],"mainly":[20],"due":[21],"efforts":[23],"required":[24],"keep":[26],"track":[27],"of":[28],"stock":[30],"and":[31,49],"animal":[32],"tracking.":[33],"Recent":[34],"developments":[35],"in":[36,59,62,89,97,114],"remote":[37],"sensing":[38],"led":[40],"low-cost":[42],"Unmanned":[43],"Aerial":[44],"Vehicles":[45],"(UAVs),":[46],"facilitating":[47],"quick":[48],"repeated":[50],"image":[51],"acquisitions":[52],"over":[53,99,108,122],"vast":[54],"areas.":[55],"In":[56],"parallel,":[57],"progress":[58],"object":[60,81],"detection":[61,82],"computer":[63],"vision":[64],"yielded":[65],"unprecedented":[66],"performance":[67],"improvements,":[68],"partially":[69],"attributable":[70],"algorithms":[72],"like":[73],"Convolutional":[74],"Neural":[75],"Networks":[76],"(CNNs).":[77],"We":[78,92],"present":[79],"an":[80],"method":[83],"tailored":[84],"detect":[86],"large":[87],"animals":[88],"UAV":[90],"images.":[91],"achieve":[93],"a":[94,100,105],"substantial":[95],"increase":[96],"precision":[98],"robust":[101],"state-of-the-art":[102],"model":[103,118],"on":[104],"dataset":[106],"acquired":[107],"Kuzikus":[110],"reserve":[112],"park":[113],"Namibia.":[115],"Furthermore,":[116],"our":[117],"processes":[119],"data":[120],"at":[121],"72":[123],"images":[124],"per":[125],"second,":[126],"as":[127],"opposed":[128],"3":[129],"for":[130,134],"baseline,":[132],"allowing":[133],"real-time":[135],"applications.":[136]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":22},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":23},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":3}],"updated_date":"2026-08-15T07:11:24.734988","created_date":"2025-10-10T00:00:00"}