Filters: Tags: tagging (X) > partyWithName: Therese M Donovan (X)

Filters Date Range Past year (1) Past month (0) Past week (0) Past day (0) Custom range... To   Search Contacts Laurence Clarfeld Cooperative Research Units U.S. Geological Survey Robert H Abrams John Farrell More... Categories Data (1) Tag Types Theme (1) USGS Scientific Topic Keyword (1) Place (1) Harvest Set (1) Tag Schemes None (1) ISO 19115 Topic Category (1) View Results as: JSON ATOM CSV

Evaluating a tandem human-machine approach to labelling of wildlife in remote camera monitoring Remote cameras (“trail cameras”) are a popular tool for non-invasive, continuous wildlife monitoring, and as they become more prevalent in wildlife research, machine learning (ML) is increasingly used to automate or accelerate the labor-intensive process of labelling (i.e., tagging) photos. Human-machine hybrid tagging approaches have been shown to greatly increase tagging efficiency (i.e., time to tag a single image). However, those potential increases hinge on the extent to which an ML model makes correct vs. incorrect predictions. We performed an experiment using a ML model that produces bounding boxes around animals, people, and vehicles in remote camera imagery (MegaDetector), to consider the impact of a ML... Categories: Data; Tags: Ecology, Information Sciences, Maine, USGS Science Data Catalog (SDC), Vermont, All tags... Wildlife Biology, biota, camera trap, data labelling, machine learning, tagging, trail camera, wildlife monitoring, Fewer tags