posted on 2024-02-20, 20:23authored byAmira BurnsAmira Burns, Ryan Miller, Hailey Wilmer, Michael Tabak, Daniel Falbel, Tess Hamzeh, Ryan K. Brook, John A. Goolsby, Lisa D. Zoromski, Raoul Boughton, Nathan Snow, Kurt VerCauteren
<p>This dataset contains the model weights, architecture, and class label dictionary for CameraTrapDetectoR pig-only model version 1. The model architecture is a FasterRCNN object detection model with a ResNet50 backbone. This model identifies and counts wild pigs in camera trap images. It also includes categories for non-pig detections (animal, human, or vehicle), and a background class. Additional information about the R package and the training data can be found in the package's Github repository: <a href="https://github.com/CameraTrapDetectoR/CameraTrapDetectoR">https://github.com/CameraTrapDetectoR/CameraTrapDetectoR</a></p>
<p>List of Resources:</p>
<ul>
<li>pig_v1.zip is a folder containing the model architecture, model weights, and class label dictionary used to deploy the pig-only model version 1 in CameraTrapDetectoR</li>
</ul>
Funding
USDA-APHIS: Center for Epidemiology and Animal Health
The dataset supports the R package CameraTrapDetectoR with model architecture, model weights, and class label dictionary for the pig-only model version 1, launched January 2022.
Temporal Extent Start Date
2022-01-01
Frequency
notPlanned
Theme
Not specified
Geographic Coverage
Geographic location - description
North America
ISO Topic Category
biota
environment
geoscientificInformation
health
National Agricultural Library Thesaurus terms
data collection; models; cameras; species identification; ecology; animals; automation; taxonomy; wildlife management; environmental monitoring; computer vision; swine; prediction; user interface
OMB Bureau Code
005:32 - Animal and Plant Health Inspection Service
OMB Program Code
005:037 - Research and Education
ARS National Program Number
215
Pending citation
No
Public Access Level
Public
Preferred dataset citation
Burns, Amira L.; Miller, Ryan; Wilmer, Hailey; Tabak, Michael; Falbel, Daniel; Hamzeh, Tess; Brook, Ryan K.; Goolsby, John A.; Zoromski, Lisa D.; Boughton, Raoul; Snow, Nathan; VerCauteren, Kurt (2023). CameraTrapDetectoR Pig Model. Ag Data Commons. https://doi.org/10.15482/USDA.ADC/1528996