CameraTrapDetectoR General Model
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, AmiraData contact email
Amira.Burns@usda.govPublisher
Ag Data CommonsIntended 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
2022-01-01Frequency
- notPlanned
Theme
- Not specified
Geographic Coverage
{"type":"FeatureCollection","features":[{"geometry":{"type":"Polygon","coordinates":[[[-161.89453125,70.470124401839],[-161.89453125,57.474889007664],[-144.66796875,60.549536115658],[-103.53515625,10.758479494301],[-55.01953125,46.747889039741],[-87.36328125,69.009872311641],[-161.89453125,70.470124401839]]]},"type":"Feature","properties":{}}]}Geographic location - description
North AmericaISO 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 interfaceOMB 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