Andrew C. Ritchie Gerald A. Hatcher Jonathan A. Warrick 20260304 raster image format data service DOI:10.5066/P9M3NYWI Pacific Coastal and Marine Science Center, Santa Cruz, California U.S. Geological Survey Suggested Citation: Ritchie, A.C., Hatcher, G.A., Warrick, J.A., 2025, Unprocessed aerial imagery from 18 September 2020 coastal survey of Southern California, in Remote Sensing Coastal Change Simple Data Distribution Service: U.S. Geological Survey data service, accessed [MMMM d, YYYY], at https://doi.org/10.5066/P9M3NYWI. [Data directly accessible at https://cmgds.marine.usgs.gov/data-services/rscc/pcmsc_planecam/SoCA_coastal_20200918] https://doi.org/10.5066/P9M3NYWI Andrew C. Ritchie Peter J. Triezenberg Jonathan A. Warrick Gerald A. Hatcher Daniel D. Buscombe 20230221 data service DOI:10.5066/P9M3NYWI Santa Cruz, California U.S. Geological Survey - Pacific Coastal and Marine Science Center Suggested Citation: Ritchie, A.C., Triezenberg, P.J., Warrick, J.A., Hatcher, G.A., and Buscombe, D.D., 2023, Remote Sensing Coastal Change Simple Data Distribution Service: U.S. Geological Survey data service, https://doi.org/10.5066/P9M3NYWI https://doi.org/10.5066/P9M3NYWI This is a set of 1968 oblique aerial photogrammetric images and their derivatives, collected from Santa Barbara Channel with a fixed-lens digital camera from a crewed light aircraft, for processing using structure-from-motion photogrammetry and machine learning to study coastal geomorphic processes at high temporal and spatial resolution. JPG files in each folder follow the following naming convention: {CAM###}_{YYYYMMDDHHMMSS_ss}.jpg, where {CAM###} is the last 3 digits of the camera serial number, preceded by the letters "cam", and where {YYYYMMDDHHMMSS_ss} is the image acquisition time in {YearMonthDayHourMinuteSecond_hundredths} expressed in 24-hour time, as recorded by the camera's internal clock and written to the SubSecondDateTime field in the image EXIF data (for example CAM001_202009182311_50 would be the timestamp for an image with a SubSecondDateTime EXIF time/date stamp of September 18th, 2020 at 11:11.50 pm. Recording ground condition at a high temporal and spatial resolution, and after high-magnitude disturbance events, for processing using structure-from-motion photogrammetry and machine learning to study coastal geomorphic processes at high temporal and spatial resolution and to improve our understanding of earth surface processes (natural hazards) affecting coastal resources. Additional information about the field activities from which these data were derived is available online at: https://cmgds.marine.usgs.gov/fan_info.php?fan=2020-666-FA Any use of trade, product, or firm names is for descriptive purposes only and does not imply endorsement by the U.S. Government. 20200918 134307 20200918 143222 ground condition Complete None planned -120.449603333333 -119.219495 34.7630933333333 34.1397816666667 USGS Metadata Identifier USGS:95a8e900-43d5-4485-bb42-007e279b842a ISO 19115 Topic Category geoscientificInformation imageryBaseMapsEarthCover environment Data Categories for Marine Planning Distributions Physical Habitats and Geomorphology habitat infrastructure structures USGS Thesaurus image analysis remote sensing aerial photography image collections visible light imaging datasets geospatial datasets earth sciences geography geology ecology coastal processes geologic processes slope processes coastal ecosystems Marine Realms Information Bank (MRIB) keywords aerial and satellite photography geography geology ecology coastal processes agents of coastal change anthropogenic agents of coastal change coastal development coastal erosion coastal landslides None U.S. Geological Survey USGS Coastal and Marine Hazards and Resources Program CMHRP Pacific Coastal and Marine Science Center PCMSC None United States United States and Territories None USGS-authored or produced data and information are in the public domain from the U.S. Government and are freely redistributable with proper metadata and source attribution. Please recognize and acknowledge the U.S. Geological Survey as the originator(s) of the dataset and in products derived from these data. U.S. Geological Survey, Pacific Coastal and Marine Science Center PCMSC Science Data Coordinator mailing and physical

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Santa Cruz CA 95060 831-427-4747 pcmsc_data@usgs.gov Images were collected with a fixed-lens digital camera in raw camera raw format. Hardware and software specifications for capture and conversion are detailed in camera EXIF data. Jin-Si R. Over Andrew C. Ritchie Christine J. Kranenburg Jenna A. Brown Daniel D. Buscombe Tom Noble Christopher R. Sherwood Jonathan A. Warrick Phillipe A. Wernette 2021 https://doi.org/10.3133/ofr20211039 Jonathan A. Warrick Andrew C. Ritchie Gabrielle Adelman Kenneth Adelman Patrick W. Limber 20170101 https://doi.org/10.2112/JCOASTRES-D-16-00095.1 Camera EXIF position data are generally accurate to within a few hundred meters, and time data are accurate to within a few minutes. Camera clock was UTC through 7 March 2018, and switched to PST starting 29 March 2018 (to simplify processing across UTC date changes). RGB values are 8-bit, generally not saturated or underexposed. In a few cases of high or low light conditions, some imagery may be under- or over-exposed. Data are considered complete for the information presented, as described in the abstract. Users are advised to read the rest of the metadata record carefully for additional details, and to examine EXIF data for individual flights to determine camera settings such as exposure mode and shutter speed. A formal accuracy assessment of the horizontal positional information in the image data set has not been conducted. Most images have EXIF stamps from a consumer-grade GPS, updated every few seconds. Position accuracy for these images is generally within about 200m. Some images may lack GPS position in EXIF data, but in most cases, we apply interpolated positions or positions derived through onboard survey-grade GNSS or 4D structure-from-motion. High-precision positions, when available, are published as a flight derivative product with separate metadata describing their derivation and accuracy. Acquisition -- Aerial imagery was collected using a DOI-contracted aircraft operated by EcoScan Resource Data LLC and piloted by Bob Van Wagenen. Integrated GNSS and Camera hardware designed and built by the U.S. Geological Survey, Pacific Coastal and Marine Science Center and mounted inside the aircraft was oriented to capture [orientation] imagery through a port in a cargo door. Images were acquired in camera raw format. The camera is triggered by an intervalometer integrated with a survey-grade GNSS and triggered using a PPS signal from the GNSS, routed through a microcontroller to the camera remote shutter, and recording an event mark to the GNSS when the shutter is actuated, through the flash-sync port on the camera. A consumer-grade GPS attached to the camera keeps camera time synced with UTC time and provides approximate coordinates for EXIF data. 2020 raw imagery raw GNSS data Image renaming -- Raw Images are renamed using Phil Harvey's EXIFTOOL with the following command: exiftool -r -d %Y%m%d%H%M%S "-testname<CAM${SerialNumber;s/\d{4}//}_${SubSecDateTimeOriginal}_${SubSecTimeOriginal}%-c.%e" -ext nef .\* files follow the following naming convention: {CAM###}_{YYYYMMDDHHMMSS_ss}.jpg, where {CAM###} is the last 3 digits of the camera serial number, preceded by the letters "cam", and where {YYYYMMDDHHMMSS_ss} is the image acquisition time in {YearMonthDayHourMinuteSecond_hundredths} expressed in 24-hour time, as recorded by the camera's internal clock and written to the SubSecondDateTime field in the image EXIF data (for example CAM001_202009182311_50 would be the timestamp for an image with a SubSecondDateTime EXIF time/date stamp of September 18th, 2020 at 11:11.50 pm (See accuracy report for details on time accuracy) 2020 Image conversion -- renamed images are batch- converted from .camera raw format to a format compatible with photogrammetry processing software. Software versions, conversion date, and other parameters are recorded in individual image EXIF data. 2020 Image QA/QC -- original and converted images are counted, and the beginning and end of the survey are reviewed to cull extraneous images such as camera testing or inadvertently triggered images and place both raw and converted images in an "outtakes" folder for a given flight (outtakes might not be released and are not processed). A multipage tiff contact sheet of images is created to allow quick review ensuring that (a) conversion was successful with no corrupted imagery, and (b) "extra" imagery not capturing the intended view is culled and placed in the "outtakes" folder. If corrupted converted images are found, imagery is re-converted. If extra images are found, raw and converted images are moved to the "outtakes" folder. This step is iterated until a collection of valid images remains. Note that in some cases, images of water may be retained if there are visible or potentially visible bathymetric features, aquatic vegetation, or objects in the scene that may be useful for future data applications. The multipage contact sheet is generated with the open-source image processing system GraphicsMagick using the command: gm.exe montage -compress JPEG -quality 85 -sampling-factor 4:4:4 -font Arial-Narrow -pointsize 10 -tile 9x7 -label %t -geometry "135x90+1+0>" <ImageFolderPath>*.<ext> -define tiff:bits-per-sample=8 <SurveyFolderName>_thumbnail_contact_sheet.tif where <ImageFolderPath> is the path to the directory of images, <ext> is the image extension, and <SurveyFolderName> is the unique name of the survey folder. The GraphicsMagick version is recorded to the multipage contact sheet in the tiff metadata under the TIFFTAG_SOFTWARE tag. A csv file of a subset of image EXIF tags is then generated with the following exiftool command: exiftool -Model -LensID -ExposureProgram -FocalLength -ExposureTime -FNumber -ISO -SubSecDateTimeOriginal -DateTimeOriginal -GPSDateTime -GPSLatitude# -GPSLongitude# -GPSAltitude# -GPSPosition# -GPSAltitudeRef -GPSSatellites -CreatorTool -CameraProfile -SerialNumber -ImageNumber -f -csv -ext <ext> <SurveyFolderName>_EXIF.csv where <ext> is the file extension of the converted images used for photogrammetry and <SurveyFolderName> is the name of the folder for a specific survey. The csv file is processed with a custom python script to add camera positions from GNSS- or SfM-derived position files, or to interpolate or extrapolate positions, depending on available data. 2020 GNSS data processing -- when collected, GNSS data are post-processed to derive the precise position of ground control points, check points, and/or the GNSS antenna at the time of image acquisition. If necessary for rapid processing, approximate (provisional) positions are produced from rapid ephemeris data. After precise ephemerides are available, GNSS data are post-processed to calculate GNSS trajectory, and precise positions are derived from station occupations or event marks recorded with precision timing, placed along the GNSS trajectory. Processing workflows, accuracy estimates, software and version are detailed in GNSS metadata. Camera and ground control positions are post-processed together with images, camera lever arm data and photogrammetric software to derive accurate camera position and pose. 2020 Photogrammetric Processing -- 3D or 4D structure-from-motion (SfM) processing, as described in Over and others (2021) and Warrick and others (2017), is used to derive camera positions for surveys missing position data if necessary. This processing is done with reduced accuracy to provide approximate location only. 2020 Imagery EXIF coordinates reconciliation -- EXIF camera positions are not intended to be suitable accuracy for precise photogrammetric surveys but are used to populate the EXIF metadata field and locate the image in space relative to other images for reference purposes. GNSS/SfM position data published separately from images should be used for SfM reconstruction if available. Camera positions are not always recorded for individual images due to GNSS collection conditions, malfunctioning equipment, or other reasons. Depending on availability of position data, coordinates for image EXIF position data are recorded to imagery with one of the following methods, with the appropriate indicator written to the EXIF:GPSAreaInformation tag: 1) Image positions recorded to the EXIF field with the attached consumer-grade GPS device are labeled with the EXIF tag EXIF:GPSAreaInformation="camera-integrated GPS". 2) Image positions recorded to the EXIF field from timing-based GNSS event marks are labeled with the EXIF tag EXIF:GPSAreaInformation="GNSS event mark". 3) Image positions derived from 3D or 4D SfM processing with or without ground control points are labeled with the EXIF tag EXIF:GPSAreaInformation="structure-from-motion". 4) Image positions interpolated or extrapolated from between GPS, GNSS, or SfM-derived positions using adjacent image positions and a time-averaged velocity and direction algorithm are labeled with the EXIF tag EXIF:GPSAreaInformation="interpolated" or (EXIF:GPSAreaInformation="extrapolated". 5) If imagery needs to be published without more precise positioning to support emergency response or timely best science, or if no other way exists to locate images more accurately, then an approximate location is assigned to some or all images based on best estimate of location. This may include assigning a single location to all images to approximately locate them based on the geographic area of a survey. Any images located with this method are labeled with the EXIF tag EXIF:GPSAreaInformation="estimated approximate location" 2020 Image EXIF annotation -- Additional information was added to individual image EXIF tags using the command-line 'exiftool' software with the following command, as appropriate: #tags for provisional data exiftool ^ -P ^ -IPTC:Credit="U.S. Geological Survey" ^ -IPTC:Contact="pcmsc_data@usgs.gov" ^ -EXIF:Copyright="Public Domain" ^ -XMP:UsageTerms="These data are preliminary or provisional and are subject to revision. They are being provided to meet the need for timely best science. The data have not received final approval by the U.S. Geological Survey (USGS) and are provided on the condition that neither the USGS nor the U.S. Government shall be held liable for any damages resulting from the authorized or unauthorized use of the data." ^ -overwrite_original *.JPG #tags for approved data exiftool ^ -P ^ -IPTC:Credit="U.S. Geological Survey" ^ -IPTC:Contact="pcmsc_data@usgs.gov" ^ -EXIF:Copyright="Public Domain" ^ -XMP:UsageTerms="Unless otherwise stated, all data, metadata and related materials are considered to satisfy the quality standards relative to the purpose for which the data were collected. Although these data and associated metadata have been reviewed for accuracy and completeness and approved for release by the U.S. Geological Survey (USGS), no warranty expressed or implied is made regarding the display or utility of the data for other purposes, nor on all computer systems, nor shall the act of distribution constitute any such warranty." ^ -EXIF:ImageDescription="[single_image_EXIF_desc]" ^ -XMP:AttributionURL="https://doi.org/10.5066/P9M3NYWI ^ -EXIF:GPSAreaInformation="[position_method]" ^ -EXIF:GPSMapDatum="EPSG:4326 (WGS 84)" ^ -overwrite_original *.JPG tags were then duplicated to XMP headers to increase tag compatibility for image viewing software with the following exiftool command #tag duplication per phil harvey exiftool ^ -P ^ "-XMP-photoshop:Credit<IPTC:Credit" ^ "-XMP-iptcCore:CreatorWorkEmail<IPTC:Contact" ^ "-XMPdc:Rights<EXIF:Copyright" ^ "-XMP-dc:Description<EXIF:ImageDescription" ^ "-XMP-exif:all<GPS:all" ^ "-XMPexif:GPSLatitude<Composite:GPSLatitude" ^ "-XMP-exif:GPSLongitude<Composite:GPSLongitude" ^ "-XMPexif:GPSDateTime<Composite:GPSDateTime" ^ "-XMP-photoshop:DateCreated<EXIF:DateTimeOriginal" ^ "-XMPxmp:ModifyDate<EXIF:ModifyDate" ^ "-XMP-dc:Creator<EXIF:Artist" ^ "-XMP-tiff:Make<EXIF:Make" ^ "-XMPtiff:Model<EXIF:Model" ^ -overwrite_original *.JPG 2020 0.000001 0.000001 Decimal degrees D_WGS_1984 WGS_1984 6378137.0 298.257224 WGS84 Ellipsoid 0.01 meters Explicit elevation coordinate included with horizontal coordinates There are no additional attributes besides the embedded EXIF tags associated with these images USGS Field Activity 2020-666-FA U.S. Geological Survey - CMGDS mailing and physical

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Santa Cruz CA 95060 831-427-4747 pcmsc_data@usgs.gov Downloadable data in JPEG format. Each JPG file corresponds to a single 3-band 24-bit RGB image with EXIF data locating the image in space and time and describing acquisition parameters including but not limited to camera model, camera settings, lens information, image conversion parameters, and environmental conditions. Unless otherwise stated, all data, metadata and related materials are considered to satisfy the quality standards relative to the purpose for which the data were collected. Although these data and associated metadata have been reviewed for accuracy and completeness and approved for release by the U.S. Geological Survey (USGS), no warranty expressed or implied is made regarding the display or utility of the data on any other system or for general or scientific purposes, nor shall the act of distribution constitute any such warranty. JPEG None https://doi.org/10.5066/P9M3NYWI Data may be downloaded using the Network_Resource_Name link. None. Downloadable data files are available in a standard image file format. Image processing and viewing software can be used to open and view the files. 20260304 U.S. Geological Survey, Pacific Coastal and Marine Science Center PCMSC Science Data Coordinator mailing and physical

2885 Mission Street

Santa Cruz CA 95060 831-427-4747 pcmsc_data@usgs.gov Content Standard for Digital Geospatial Metadata FGDC-STD-001-1998