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CameraTrapDetectoR General Model

model
posted on 2024-02-20, 20:28 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

This dataset contains the model weights, architecture, and class label dictionary for CameraTrapDetectoR general model versions 1 and 2. The model architecture is a FasterRCNN object detection model with a ResNet50 backbone. This model identifies and counts mammals and birds in camera trap images, and includes categories for humans, vehicles, and a background class. Additional information about the R package and the training data can be found in the package's Github repository: https://github.com/CameraTrapDetectoR/CameraTrapDetectoR

List of Resources:

  • general_v1.zip is a folder containing the model architecture, model weights, and class label dictionary used to deploy the general model version 1 in CameraTrapDetectoR

  • general_v2.zip is a folder containing the model architecture, model weights, and class label dictionary used to deploy the general model version 2 in CameraTrapDetectoR

  • general_v2_cl.zip is a folder containing the all information to deploy the general v2 model via Python script from the command line. Full instructions for set up and use may be found at https://github.com/CameraTrapDetectoR/model_training

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 general model version 1, launched January 2022 and version 2, launched July 2023.

Temporal Extent Start Date

2022-01-01

Frequency

  • notPlanned

Theme

  • Not specified

Geographic Coverage

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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; humans; birds; reptiles; Ursidae; 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 General Model. Ag Data Commons. https://doi.org/10.15482/USDA.ADC/1528970