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Data release of Paying Attention to Other Animal Detections Improves Camera Trap Classification Models

Domaine:

environment and energygeospatial

Type de record:

datasetmodel
Créateur:
DusDray, StéphaneChamaillé-Jammes, SimonMie
Éditeur:
Zenodo
Hôte:avatar
Data release of: Paying Attention to Other Animal Detections Improves Camera Trap Classification Models   Preprint is available on bioRxiv : biorxiv.org   Code is available on GitHub : github.com   This repository contains:   * models:    * crop_classifier.pt    * mca_classifier.pt * data:    * serengeti_train: training set of Snapshot Serengeti    * serengeti_test: test set of Snapshot Serengeti    * serengeti_toy: toy dataset to quickly test all the scripts, it contains only the pictures of Snapshot Serengeti camera trap location C12    * safari2024: whole Snapshot Safari 2024 Expansion dataset    * crop_images.zip: crop images of Snapshot Serengeti camera trap location C12   Please cite our paper for the models:    @misc{dussert2025attention,    author = {Dussert, Gaspard and Dray, Stéphane and Chamaillé-Jammes, Simon and Miele, Vincent},    title = {Paying Attention to Other Animal Detections Improves Camera Trap Classification Models},    year = {2025},    doi = {10.1101/2025.07.15.664849},    publisher = {bioRxiv},    type = {preprint},}   Please cite this paper for the Serengeti dataset:    @article{swanson2015snapshot,  title={Snapshot Serengeti, high-frequency annotated camera trap images of 40 mammalian species in an African savanna},  author={Swanson, Alexandra and Kosmala, Margaret and Lintott, Chris and Simpson, Robert and Smith, Arfon and Packer, Craig},  journal={Scientific data},  volume={2},  number={1},  pages={1--14},  year={2015},  publisher={Nature Publishing Group}}

Visit

doi.orgzenodo.org

Tasks

computer visionimage classification

Licenses

Community Data License Agreement Permissive 1.0https://cdla.io/permissive-1-0