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<metadata xml:lang="en">
<idinfo>
	<citation>
		<citeinfo><origin>Seymour, A., Dale, J., Hammill, M., Halpin, P and Johnston, D.</origin><pubdate>2017</pubdate><title>Automated detection and enumeration of marine wildlife using unmanned aircraft systems (UAS) and thermal imagery</title><serinfo><sername>Scientific Reports</sername><issue>7: 45127</issue></serinfo></citeinfo>
	</citation><descript>
	<abstract>These RGB mosaics and thermal indices of Atlantic grey seal colonies at Hay and Saddle Island, Nova Scotia, were collected by small unmanned aircraft systems (UAS). The mosaics and thermal indices were assessed by human analysts, who counted the seals in the mosaic and classified individuals as 'young of the year' or 'adult'. Concurrently, an automated detection and classification model was applied to the datasets and compared to human counts.</abstract><purpose>These datasets were used to assess Atlantic grey seal populations and to compare and test wildlife survey methods.</purpose><supplinf>The downloadable shapefile includes TIFF images of RGB mosaics and thermal indices. The size of the zipped file is 1GB and may take a long time to download.&#13;
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Within the dowloaded file, the 'Analysis Materials' folders contain point shapefiles of the seals counted and classified by human analysts. In addition, the folders contain the landscape masks that were applied to the thermal indices before running the automated detection models.</supplinf></descript><timeperd><timeinfo><rngdates><begdate>20150130</begdate><enddate>20150202</enddate></rngdates></timeinfo><current>ground condition</current></timeperd><status><progress>Complete</progress><update>None planned</update></status><spdom><descgeog>North Atlantic Ocean</descgeog><bounding><westbc>-63.252503</westbc><eastbc>-59.683002</eastbc><northbc>46.024682</northbc><southbc>45.813784</southbc></bounding>
	</spdom><keywords><theme><themekt>None</themekt><themekey>Marine Animal Survey</themekey><themekey>Marine Biology</themekey><themekey>Marine mammals</themekey><themekey>Computer Vision</themekey><themekey>Unmanned Aerial Vehicals</themekey><themekey>UAV</themekey><themekey>Unmanned Aircraft Systems</themekey><themekey>UAS</themekey></theme><place><placekt>None</placekt><placekey>North Atlantic Ocean</placekey></place></keywords><taxonomy/>
	<accconst>Open public unless otherwise noted. See Use Constraints for details.</accconst>
	<useconst>1. Not to use data obtained from OBIS-SEAMAP in any publication, product, or commercial application without proper attribution to the original data provider(s) and OBIS-SEAMAP unless the datasets are explicitly shown under the CC0 policy. Citations or credits are suggested as attribution. If the data you downloaded come from multiple datasets, a citation or credit to each of the datasets is required.&#13;
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Suggested citation for this dataset:&#13;
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Suggested citation for OBIS-SEAMAP:&#13;
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Halpin, P.N., A.J. Read, E. Fujioka, B.D. Best, B. Donnelly, L.J. Hazen, C. Kot, K. Urian, E. LaBrecque, A. Dimatteo, J. Cleary, C. Good, L.B. Crowder, and K.D. Hyrenbach. 2009. OBIS-SEAMAP: The world data center for marine mammal, sea bird, and sea turtle distributions. Oceanography 22(2):104-115&#13;
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2. To forward the citation of any publication / report that made use of the data / tools provided by OBIS-SEAMAP for inclusion in our list of references.&#13;
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3. Not to hold OBIS-SEAMAP or the original data providers liable for errors in the data. While we have made every effort to ensure the quality of the database, we cannot guarantee the accuracy of these datasets. &#13;
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4. The burden for determining fitness for use of the downloaded data for any analyses lies entirely with the user. OBIS-SEAMAP or the original data providers do not support outcomes of your analyses that used the data you downloaded from OBIS-SEAMAP.&#13;
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5. To consider inclusion of the accompanying transect (effort) dataset if available into the methodology of your analyses.&#13;
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6. Not to redistribute the data you downloaded from OBIS-SEAMAP through any media without contect from OBIS-SEAMAP and the original data providers unless the datasets are explicitly shown under the CC0 policy.</useconst>
	<ptcontac>
		<cntinfo>
			<cntperp><cntper>Alexander Seymour</cntper><cntorg>Duke University Marine Lab</cntorg></cntperp>
			<cntaddr>
				<addrtype>mailing and physical address</addrtype>
			<address>135 Duke Marine Lab Road</address><city>Beaufort</city><state>North Carolina</state><postal>28516</postal><country>United States</country></cntaddr>
		<cntvoice>(818) 642-2161</cntvoice><cntemail>alexander.c.seymour@duke.edu</cntemail></cntinfo>
	</ptcontac>
	<native>Relational database</native>
	<datacred>Duke Marine Robotics and Remote Sensing Lab</datacred><crossref><citeinfo><origin>Seymour, A., Dale, J., Hammill, M., Halpin, P and Johnston, D.</origin><pubdate>2017</pubdate><title>Automated detection and enumeration of marine wildlife using unmanned aircraft systems (UAS) and thermal imagery</title><geoform>vector digital data</geoform><serinfo><sername>Scientific Reports</sername><issue>7: 45127</issue></serinfo></citeinfo></crossref><crossref><citeinfo><origin>Seymour, A</origin><pubdate>2017</pubdate><title>Atlantic grey seal breeding colonies in Hay and Saddle Islands, Nova Scotia</title><edition>Version 1.0.0</edition><geoform>vector digital data</geoform><serinfo><sername>OBIS-SEAMAP</sername><issue>1462</issue></serinfo><pubinfo><pubplace>https://seamap.env.duke.edu/dataset/1462</pubplace><publish>OBIS-SEAMAP</publish></pubinfo><onlink>https://doi.org/10.82144/a563f231</onlink></citeinfo></crossref><crossref><citeinfo><origin>Halpin, P.N., A.J. Read, E. Fujioka, B.D. Best, B. Donnelly, L.J. Hazen, C. Kot, K. Urian, E. LaBrecque, A. Dimatteo, J. Cleary, C. Good, L.B. Crowder, and K.D. Hyrenbach</origin><pubdate>2009</pubdate><title>OBIS-SEAMAP: The world data center for marine mammal, sea bird, and sea turtle distributions</title><serinfo><sername>Oceanography</sername><issue>22(2):104-115</issue></serinfo></citeinfo></crossref></idinfo>
	<dataqual>
		<attracc>
			<attraccr>All attributes were measured and recorded during the survey and validated by the data provider.</attraccr></attracc>
		<logic>Permissible values for date and time and coordinates were validated by the data provider and the OBIS-SEAMAP data manager. Species identification by the data provider was matched with Integrated Taxonomic Information System.</logic>
		<complete>All observation records are included.</complete><lineage><procstep><procdesc>Data were put through the OBIS-SEAMAP data registration steps.</procdesc><procdate>20170220</procdate></procstep></lineage></dataqual><spdoinfo><direct>Point</direct></spdoinfo><spref><horizsys><geograph>
				<latres>1e-06</latres><longres>1e-06</longres><geogunit>Decimal degrees</geogunit></geograph>
			<geodetic><horizdn>D_WGS_1984</horizdn><ellips>WGS_1984</ellips>
				<semiaxis>6378137.000000</semiaxis><denflat>298.257224</denflat></geodetic></horizsys></spref>

<eainfo><detailed><enttyp><enttypl>Biogeographic data</enttypl><enttypd>Biogeographic data</enttypd><enttypds>Not applicable</enttypds></enttyp><attr><attrlabl>oid</attrlabl><attrdef>Unique ID number (generated by OBIS-SEAMAP)</attrdef><attrdefs>Data provider</attrdefs><attrdomv><udom>Unique ID number (generated by OBIS-SEAMAP)</udom></attrdomv></attr><attr><attrlabl>fid</attrlabl><attrdef>Internal Field ID</attrdef><attrdefs>Data provider</attrdefs><attrdomv><rdom><rdommin>0</rdommin><rdommax>2441</rdommax></rdom></attrdomv></attr><attr><attrlabl>location</attrlabl><attrdef>Location name</attrdef><attrdefs>Data provider</attrdefs><attrdomv><udom>Location name</udom></attrdomv></attr><attr><attrlabl>obs_date</attrlabl><attrdef>Date of the sighting</attrdef><attrdefs>Data provider</attrdefs><attrdomv><rdom><rdommin>2015-01-30</rdommin><rdommax>2015-02-02</rdommax></rdom></attrdomv></attr><attr><attrlabl>obs_time</attrlabl><attrdef>Time of the observation is not available</attrdef><attrdefs>Data provider</attrdefs><attrdomv><udom>Time of the observation is not available</udom></attrdomv></attr><attr><attrlabl>x</attrlabl><attrdef>x coordinate</attrdef><attrdefs>Data provider</attrdefs><attrdomv><rdom><rdommin>14278.676640</rdommin><rdommax>292341.742700</rdommax></rdom></attrdomv></attr><attr><attrlabl>y</attrlabl><attrdef>y coordinate</attrdef><attrdefs>Data provider</attrdefs><attrdomv><rdom><rdommin>5092365.988720</rdommin><rdommax>5100293.903130</rdommax></rdom></attrdomv></attr><attr><attrlabl>series</attrlabl><attrdef>Tag ID</attrdef><attrdefs>Data provider</attrdefs><attrdomv><udom>Tag ID</udom></attrdomv></attr><attr><attrlabl>life_stage</attrlabl><attrdef>Life stage (adult or juvenile)</attrdef><attrdefs>Data provider</attrdefs><attrdomv><udom>Life stage (adult or juvenile)</udom></attrdomv></attr><attr><attrlabl>longitude</attrlabl><attrdef>Longitude in decimal degrees</attrdef><attrdefs>Data provider</attrdefs><attrdomv><rdom><rdommin>-63.2525030</rdommin><rdommax>-59.6830020</rdommax></rdom></attrdomv></attr><attr><attrlabl>latitude</attrlabl><attrdef>Latitude in decimal degrees</attrdef><attrdefs>Data provider</attrdefs><attrdomv><rdom><rdommin>45.8137840</rdommin><rdommax>46.0246820</rdommax></rdom></attrdomv></attr><attr><attrlabl>species</attrlabl><attrdef>Species name recorded</attrdef><attrdefs>Data provider</attrdefs><attrdomv><udom>Species name recorded</udom></attrdomv></attr><attr><attrlabl>sp_tsn</attrlabl><attrdef>Taxonomic Serial Number added by OBIS-SEAMAP</attrdef><attrdefs>Data provider</attrdefs><attrdomv><rdom><rdommin>180653</rdommin><rdommax>180653</rdommax></rdom></attrdomv></attr><attr><attrlabl>obs_count</attrlabl><attrdef>Group size (always 1)</attrdef><attrdefs>Data provider</attrdefs><attrdomv><rdom><rdommin>1</rdommin><rdommax>1</rdommax></rdom></attrdomv></attr><attr><attrlabl>geom</attrlabl><attrdef>Geometry field added by OBIS-SEAMAP</attrdef><attrdefs>Data provider</attrdefs><attrdomv><udom>Geometry field added by OBIS-SEAMAP</udom></attrdomv></attr></detailed><overview><eaover>This section explains attributes included in the original dataset.&#13;
OBIS-SEAMAP restricts the attributes available to the public to date/time, lat/lon and species names/counts only.&#13;
Should you need other attributes described here, you are encouraged to contact the data provider.</eaover><eadetcit>Duke Marine Robotics and Remote Sensing Lab</eadetcit></overview>
	</eainfo><distinfo>
	<distrib>
		<cntinfo>
			<cntorgp>
				<cntorg>Nicholas School of Environment, Duke Univ.</cntorg>
				<cntper>OBIS-SEAMAP</cntper>
			</cntorgp>
			<cntaddr>
				<addrtype>mailing and physical address</addrtype>
				<address>A328, LSRC</address><city>Durham</city><state>NC</state><postal>27708</postal><country>USA</country>
			</cntaddr>
			<cntvoice>919-613-8021</cntvoice>
			<cntemail>seamap-contact@duke.edu</cntemail>
		</cntinfo>
	</distrib><resdesc>OBIS-SEAMAP Dataset ID 1462</resdesc><distliab>Not to hold OBIS-SEAMAP liable for errors in the data. While we have made every effort to ensure the quality of the database, we cannot guarantee the accuracy of these datasets.&#13;
Also please refer to Use Constraints.</distliab>
	<stdorder>
		<digform>
			<digtinfo>
				<formname>CSV and ESRI shapefile</formname></digtinfo>
			<digtopt>
				<onlinopt>
					<computer>
						<networka>
							<networkr>OBIS-SEAMAP</networkr>
						</networka>
					</computer>
				</onlinopt>
			</digtopt>
		</digform>
		<fees>Free</fees>
		<ordering>Go to the OBIS-SEAMAP web site.</ordering>
	</stdorder>
	

	
</distinfo><metainfo>
	<metd>20250911</metd><metrd>20250911</metrd><metc>
		<cntinfo><cntperp>
	<cntper>Ei Fujioka</cntper>
	<cntorg>Nicholas School, Duke University</cntorg></cntperp><cntaddr><addrtype>mailing and physical address</addrtype><address>A328, LSRC</address><city>Durham</city><state>NC</state><postal>27708</postal><country>USA</country></cntaddr>
			<cntvoice>919-613-8021</cntvoice>
			<cntemail>seamap-contact@duke.edu</cntemail>
			</cntinfo>
	</metc><metstdn>FGDC Content Standards for Digital Geospatial Metadata</metstdn><metstdv>FGDC-STD-001-1998</metstdv><mettc>local time</mettc>
	
	
	
	
	<metextns><onlink>http://www.nbii.gov/</onlink><metprof>Biological Data Profile</metprof></metextns>
	
	</metainfo>
	
</metadata>
