Software to facilitate and streamline camera trap data management: A review
Improving technology and increasing affordability mean that camera trapping—the use of remotely triggered cameras to photograph wildlife—is becoming an increasingly common tool in the monitoring and conservation of wild populations. Each camera trap study generates a vast amount of data, which need...
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description | Improving technology and increasing affordability mean that camera trapping—the use of remotely triggered cameras to photograph wildlife—is becoming an increasingly common tool in the monitoring and conservation of wild populations. Each camera trap study generates a vast amount of data, which need to be processed and labeled before analysis. Traditionally, processing camera trap data has been performed manually by entering data into a spreadsheet. This is time‐consuming, prone to human error, and data management may be inconsistent between projects, hindering collaboration. Recently, several programs have become available to facilitate and quicken data processing. Here, we review available software and assess their ability to better standardize camera trap data management and facilitate data sharing and collaboration. To identify available software for camera trap data management, we used internet searches and contacted researchers and practitioners working on large camera trap projects, as well as software developers. We tested all available programs against a range of software characteristics in addition to their ability to record a suite of important data variables extracted from images. We identified and reviewed 12 available programs for the management of camera trap data. These ranged from simple software assisting with the extraction of metadata from an image, through to comprehensive programs that facilitate data entry and analysis. Many of the programs tested were developed for use on specific studies and so do not cover all possible software or data collection requirements that different projects may have. We highlight the importance of a standardized software solution for camera trap data management. This approach would allow all possible data to be collected, enabling researchers to share data and contribute to other studies, as well as facilitating multi‐project comparisons. By standardizing camera trap data collection and management in this way, future studies would be better placed to guide conservation policy on a global level.
The use of camera traps in ecology and conservation is increasingly common, and studies using camera traps can generate masses of data. These data are often handled and stored differently, hindering comparison and collaboration. We reviewed 12 camera trap data management programs and advise that that a universal approach to managing, storing, and analzsing camera trap data will facilitate collaborations and the shar |
doi_str_mv | 10.1002/ece3.4464 |
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The use of camera traps in ecology and conservation is increasingly common, and studies using camera traps can generate masses of data. These data are often handled and stored differently, hindering comparison and collaboration. We reviewed 12 camera trap data management programs and advise that that a universal approach to managing, storing, and analzsing camera trap data will facilitate collaborations and the sharing of data and will be beneficial to global conservation.</description><identifier>ISSN: 2045-7758</identifier><identifier>EISSN: 2045-7758</identifier><identifier>DOI: 10.1002/ece3.4464</identifier><identifier>PMID: 30386588</identifier><language>eng</language><publisher>England: John Wiley & Sons, Inc</publisher><subject>Animal behavior ; big data ; camera trap data management ; camera trapping ; Cameras ; Collaboration ; Computer programs ; Conservation ; data annotation ; Data collection ; Data management ; Data processing ; Data retrieval ; data storage ; Developers ; ecological monitoring ; Environmental policy ; Foxes ; Human error ; Mammals ; metadata ; Photographic developers ; Population studies ; Researchers ; Review ; Reviews ; Software ; Software development ; standardization ; Wildlife ; Wildlife conservation ; Wildlife management</subject><ispartof>Ecology and evolution, 2018-10, Vol.8 (19), p.9947-9957</ispartof><rights>2018 The Authors. published by John Wiley & Sons Ltd.</rights><rights>2018. 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Each camera trap study generates a vast amount of data, which need to be processed and labeled before analysis. Traditionally, processing camera trap data has been performed manually by entering data into a spreadsheet. This is time‐consuming, prone to human error, and data management may be inconsistent between projects, hindering collaboration. Recently, several programs have become available to facilitate and quicken data processing. Here, we review available software and assess their ability to better standardize camera trap data management and facilitate data sharing and collaboration. To identify available software for camera trap data management, we used internet searches and contacted researchers and practitioners working on large camera trap projects, as well as software developers. We tested all available programs against a range of software characteristics in addition to their ability to record a suite of important data variables extracted from images. We identified and reviewed 12 available programs for the management of camera trap data. These ranged from simple software assisting with the extraction of metadata from an image, through to comprehensive programs that facilitate data entry and analysis. Many of the programs tested were developed for use on specific studies and so do not cover all possible software or data collection requirements that different projects may have. We highlight the importance of a standardized software solution for camera trap data management. This approach would allow all possible data to be collected, enabling researchers to share data and contribute to other studies, as well as facilitating multi‐project comparisons. By standardizing camera trap data collection and management in this way, future studies would be better placed to guide conservation policy on a global level.
The use of camera traps in ecology and conservation is increasingly common, and studies using camera traps can generate masses of data. These data are often handled and stored differently, hindering comparison and collaboration. We reviewed 12 camera trap data management programs and advise that that a universal approach to managing, storing, and analzsing camera trap data will facilitate collaborations and the sharing of data and will be beneficial to global conservation.</description><subject>Animal behavior</subject><subject>big data</subject><subject>camera trap data management</subject><subject>camera trapping</subject><subject>Cameras</subject><subject>Collaboration</subject><subject>Computer programs</subject><subject>Conservation</subject><subject>data annotation</subject><subject>Data collection</subject><subject>Data management</subject><subject>Data processing</subject><subject>Data retrieval</subject><subject>data storage</subject><subject>Developers</subject><subject>ecological monitoring</subject><subject>Environmental policy</subject><subject>Foxes</subject><subject>Human error</subject><subject>Mammals</subject><subject>metadata</subject><subject>Photographic developers</subject><subject>Population studies</subject><subject>Researchers</subject><subject>Review</subject><subject>Reviews</subject><subject>Software</subject><subject>Software development</subject><subject>standardization</subject><subject>Wildlife</subject><subject>Wildlife conservation</subject><subject>Wildlife management</subject><issn>2045-7758</issn><issn>2045-7758</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><sourceid>24P</sourceid><sourceid>WIN</sourceid><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><sourceid>GNUQQ</sourceid><recordid>eNp1kE1LAzEURYMoWtSFf0ACrlxUk0wyk3EhlFI_sOBCXYc3mReNzEfNpC39905tFV2YzUt4h5PLJeSEswvOmLhEi8mFlKncIQPBpBpmmdK7v-4H5Ljr3ll_UiYky_bJQcISnSqtB-ThqXVxCQFpbKkD6ysfISKFpqRdDAh15RukFmoMQGOAGS0hAq2hgVessYlXdEQDLjwuj8ieg6rD4-08JC83k-fx3XD6eHs_Hk2HVnImh0oXjOVaJ1ap_o0uKbh2WDAHZZraHFUhdF7KHHNtHbdWujSTSmdc8oTlMjkk1xvvbF7UWNo-RIDKzIKvIaxMC9783TT-zby2C5MKJjKR9oKzrSC0H3Psonlv56HpMxvBhRIikyzvqfMNZUPbdQHdzw-cmXX1Zl29WVffs6e_I_2Q30X3wOUGWPoKV_-bzGQ8Sb6Un1v3jNU</recordid><startdate>201810</startdate><enddate>201810</enddate><creator>Young, Stuart</creator><creator>Rode‐Margono, Johanna</creator><creator>Amin, Rajan</creator><general>John Wiley & Sons, Inc</general><general>John Wiley and Sons Inc</general><scope>24P</scope><scope>WIN</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7SN</scope><scope>7SS</scope><scope>7ST</scope><scope>7X2</scope><scope>8FD</scope><scope>8FE</scope><scope>8FH</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>ATCPS</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>C1K</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FR3</scope><scope>GNUQQ</scope><scope>HCIFZ</scope><scope>LK8</scope><scope>M0K</scope><scope>M7P</scope><scope>P64</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>RC3</scope><scope>SOI</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0001-6984-8323</orcidid></search><sort><creationdate>201810</creationdate><title>Software to facilitate and streamline camera trap data management: A review</title><author>Young, Stuart ; Rode‐Margono, Johanna ; Amin, Rajan</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c4104-58b009883c55104ef3b18feb0fad66c9e5b289d49e98cf1cc4f67458714130943</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Animal behavior</topic><topic>big data</topic><topic>camera trap data management</topic><topic>camera trapping</topic><topic>Cameras</topic><topic>Collaboration</topic><topic>Computer programs</topic><topic>Conservation</topic><topic>data annotation</topic><topic>Data collection</topic><topic>Data management</topic><topic>Data processing</topic><topic>Data retrieval</topic><topic>data storage</topic><topic>Developers</topic><topic>ecological monitoring</topic><topic>Environmental policy</topic><topic>Foxes</topic><topic>Human error</topic><topic>Mammals</topic><topic>metadata</topic><topic>Photographic developers</topic><topic>Population studies</topic><topic>Researchers</topic><topic>Review</topic><topic>Reviews</topic><topic>Software</topic><topic>Software development</topic><topic>standardization</topic><topic>Wildlife</topic><topic>Wildlife conservation</topic><topic>Wildlife management</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Young, Stuart</creatorcontrib><creatorcontrib>Rode‐Margono, Johanna</creatorcontrib><creatorcontrib>Amin, Rajan</creatorcontrib><collection>Wiley Online Library (Open Access Collection)</collection><collection>Wiley Online Library (Open Access Collection)</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Ecology Abstracts</collection><collection>Entomology Abstracts (Full archive)</collection><collection>Environment Abstracts</collection><collection>Agricultural Science Collection</collection><collection>Technology Research Database</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>Agricultural & Environmental Science Collection</collection><collection>ProQuest Central Essentials</collection><collection>Biological Science Collection</collection><collection>ProQuest Central</collection><collection>Natural Science Collection</collection><collection>Environmental Sciences and Pollution Management</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Engineering Research Database</collection><collection>ProQuest Central Student</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Biological Science Collection</collection><collection>Agricultural Science Database</collection><collection>Biological Science Database</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Access via ProQuest (Open Access)</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>Genetics Abstracts</collection><collection>Environment Abstracts</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Ecology and evolution</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Young, Stuart</au><au>Rode‐Margono, Johanna</au><au>Amin, Rajan</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Software to facilitate and streamline camera trap data management: A review</atitle><jtitle>Ecology and evolution</jtitle><addtitle>Ecol Evol</addtitle><date>2018-10</date><risdate>2018</risdate><volume>8</volume><issue>19</issue><spage>9947</spage><epage>9957</epage><pages>9947-9957</pages><issn>2045-7758</issn><eissn>2045-7758</eissn><abstract>Improving technology and increasing affordability mean that camera trapping—the use of remotely triggered cameras to photograph wildlife—is becoming an increasingly common tool in the monitoring and conservation of wild populations. Each camera trap study generates a vast amount of data, which need to be processed and labeled before analysis. Traditionally, processing camera trap data has been performed manually by entering data into a spreadsheet. This is time‐consuming, prone to human error, and data management may be inconsistent between projects, hindering collaboration. Recently, several programs have become available to facilitate and quicken data processing. Here, we review available software and assess their ability to better standardize camera trap data management and facilitate data sharing and collaboration. To identify available software for camera trap data management, we used internet searches and contacted researchers and practitioners working on large camera trap projects, as well as software developers. We tested all available programs against a range of software characteristics in addition to their ability to record a suite of important data variables extracted from images. We identified and reviewed 12 available programs for the management of camera trap data. These ranged from simple software assisting with the extraction of metadata from an image, through to comprehensive programs that facilitate data entry and analysis. Many of the programs tested were developed for use on specific studies and so do not cover all possible software or data collection requirements that different projects may have. We highlight the importance of a standardized software solution for camera trap data management. This approach would allow all possible data to be collected, enabling researchers to share data and contribute to other studies, as well as facilitating multi‐project comparisons. By standardizing camera trap data collection and management in this way, future studies would be better placed to guide conservation policy on a global level.
The use of camera traps in ecology and conservation is increasingly common, and studies using camera traps can generate masses of data. These data are often handled and stored differently, hindering comparison and collaboration. We reviewed 12 camera trap data management programs and advise that that a universal approach to managing, storing, and analzsing camera trap data will facilitate collaborations and the sharing of data and will be beneficial to global conservation.</abstract><cop>England</cop><pub>John Wiley & Sons, Inc</pub><pmid>30386588</pmid><doi>10.1002/ece3.4464</doi><tpages>11</tpages><orcidid>https://orcid.org/0000-0001-6984-8323</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Animal behavior big data camera trap data management camera trapping Cameras Collaboration Computer programs Conservation data annotation Data collection Data management Data processing Data retrieval data storage Developers ecological monitoring Environmental policy Foxes Human error Mammals metadata Photographic developers Population studies Researchers Review Reviews Software Software development standardization Wildlife Wildlife conservation Wildlife management |
title | Software to facilitate and streamline camera trap data management: A review |
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