posted on 2024-02-20, 20:31authored byAmira BurnsAmira Burns, Michael Tabak, Daniel Falbel, Tess Hamzeh, Ryan K. Brook, John A. Goolsby, Lisa D. Zoromski, Raoul Boughton, Nathan Snow, Kurt VerCauteren, Ryan Miller, Hailey Wilmer
<p>This dataset contains the model weights, architecture, and class label dictionary for CameraTrapDetectoR family model version 1. The model architecture is a FasterRCNN object detection model with a ResNet50 backbone. This model identifies and counts animals from 33 North American taxonomic families in camera trap images, including 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: <a href="https://github.com/CameraTrapDetectoR/CameraTrapDetectoR">https://github.com/CameraTrapDetectoR/CameraTrapDetectoR</a></p>
<p>Resources in this dataset:</p>
<ul>
<li>
<p>family_v1.zip is a folder containing the model architecture, model weights, and class label dictionary required to deploy the first generation family model in CameraTrapDetectoR</p>
</li>
<li>
<p>family_v2.zip is a folder containing the model architecture, model weights, and class label dictionary required to deploy the family model version 2 in CameraTrapDetectoR</p>
</li>
<li>
<p>family_v2_cl.zip is a folder containing the all information to deploy the family v2 model via Python script from the command line. Full instructions for set up and use may be found at <a href="https://github.com/CameraTrapDetectoR/model_training">https://github.com/CameraTrapDetectoR/model_training</a></p>
</li>
</ul><p></p>
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 taxonomic family 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
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.; Tabak, Michael; Falbel, Daniel; Hamzeh, Tess; Brook, Ryan K.; Goolsby, John A.; Zoromski, Lisa D.; Boughton, Raoul; Snow, Nathan; VerCauteren, Kurt; Miller, Ryan; Wilmer, Hailey (2023). CameraTrapDetectoR Family Model. Ag Data Commons. https://doi.org/10.15482/USDA.ADC/1528979