CameraTrapDetectoR Family Model

<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>

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Bibliographic Details
Main Authors: Amira Burns (17362645), Michael Tabak (17979409), Daniel Falbel (17979412), Tess Hamzeh (17979415), Ryan K. Brook (17979418), John A. Goolsby (3273768), Lisa D. Zoromski (17979421), Raoul Boughton (17979424), Nathan Snow (17979427), Kurt VerCauteren (17979430), Ryan Miller (17979406), Hailey Wilmer (17482470)
Format: dataset biblioteca
Published: 2023
Subjects:Agriculture, land and farm management not elsewhere classified, Geomatic engineering, Photogrammetry and remote sensing, Environmental sciences, Conservation and biodiversity, computer vision, animal behavior, deep learning, camera trapping, machine learning, classification, CameraTrapDetectoR, NP215,
Online Access:https://figshare.com/articles/model/CameraTrapDetectoR_Family_Model/25234243
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