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CameraTrapDetectoR Pig Model

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posted on 2024-02-20, 20:23 authored by Amira 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

History

Data contact name

Burns, Amira

Data contact email

Amira.Burns@usda.gov

Publisher

Ag Data Commons

Intended use

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