Filters: partyWithName: Migratory Bird Management Alaska (X) > Categories: Data (X)

Folders: ROOT > ScienceBase Catalog > US Fish and Wildlife Service (USFWS) > Initiatives ( Show direct descendants )

Location Folder Show Tree ROOT _ScienceBase Catalog __US Fish and Wildlife Service (USFWS) ___Initiatives Joint Ventures Multi-Agency Cooperator Reports Filters Date Range Past year (4) Past month (0) Past week (0) Past day (0) Custom range... To   Search Extensions Project (1) Types Map Service (4) OGC WFS Layer (4) OGC WMS Layer (4) OGC WMS Service (4) Contacts Sea Duck Joint Venture U.S. Fish and Wildlife Service, Alaska Region Kate Martin Tamatha A Patterson Categories Image (1) Project (1) Software (1) Tag Types theme (4) ISO 19115 Topic Category (4) Resource Type (4) Status (4) Tag Schemes https://earthdata.nasa.gov/gcmd-forum (4) ISO 19115 Topic Category (4) View Results as: JSON ATOM CSV Browse Folder

Automated Sea Duck Counts from Aerial Imagery: Imagery Files These are the images associated with the project, including: (1) OriginalImages: original 863 images provided to West Inc from USFWS and others for model training; (2) YoloSliced: 1897 programmatically cropped original images used for training a YOLO Model (300 x 300 pixels); (3) OriginalImages_Box: 785 annotated images; (4) YoloSliced_Box: 1897 annotated sliced images. Categories: Data, Image; Types: Map Service, OGC WFS Layer, OGC WMS Layer, OGC WMS Service; Tags: ANIMALS/VERTEBRATES, BIOLOGICAL CLASSIFICATION, BIRDS, EARTH SCIENCE, Image, All tags... Science Keywords, Science Keywords, biota, completed, Fewer tags Automated Sea Duck Counts from Aerial Imagery: SeaDuckDetectoR Program The SeaDuckDetectoR is software designed to identify sea ducks and other avian species in aerial photographs. The program is run through R and RStudio. The product includes a .zip file “SeaDuckDetectoR.0.1.0.zip” with the files for installation, and a manual “SeaDuckDetectoR_Manual.docx” explaining how to run the program. Categories: Data, Software; Types: Map Service, OGC WFS Layer, OGC WMS Layer, OGC WMS Service; Tags: ANIMALS/VERTEBRATES, BIOLOGICAL CLASSIFICATION, BIRDS, EARTH SCIENCE, Science Keywords, All tags... Science Keywords, Software, biota, completed, Fewer tags Automated Sea Duck Counts from Aerial Imagery: Report This is the final report from SDJV Project #157: Automated Sea Duck Counts from Aerial Imagery, conducted by WEST, Inc. Categories: Data; Types: Map Service, OGC WFS Layer, OGC WMS Layer, OGC WMS Service; Tags: ANIMALS/VERTEBRATES, BIOLOGICAL CLASSIFICATION, BIRDS, EARTH SCIENCE, Report, All tags... Science Keywords, Science Keywords, biota, completed, Fewer tags Automated Sea Duck Counts from Aerial Imagery This project developed an artificial intelligence system based on a convoluted neural network capable of detecting and counting sea duck individuals in aerial photos and classifying individuals to species and sex when possible, to reduce time and cost commitments associated with processing imagery from aerial surveys. We used a dataset consisting of 810 aerial images containing sea ducks and other birds in offshore and coastal environments. Images were collected from fixed wing aircraft at varying flight heights and image resolution. A biologist reviewed each image identifying and annotating the position of objects of interest (birds) in the image by drawing a bounding box surrounding each object, and assigned species... Categories: Data, Project; Types: Map Service, OGC WFS Layer, OGC WMS Layer, OGC WMS Service; Tags: ANIMALS/VERTEBRATES, BIOLOGICAL CLASSIFICATION, BIRDS, EARTH SCIENCE, Project, All tags... Science Keywords, Science Keywords, biota, completed, Fewer tags