Bio-logger Ethogram Benchmark: A benchmark for computational analysis of animal behavior, using animal-borne tags
-
Hoffman, Benjamin
1
-
Cusimano, Maddie
1
-
Baglione, Vittorio
2
-
Canestrari, Daniela
2
-
Chevallier, Damien
3
-
DeSantis, Dominic L.
4
-
Jeantet, Lorène
5
-
Ladds, Monique A.
6
-
Maekawa, Takuya
7
-
Mata-Silva, Vicente
8
-
Moreno-Gonzalez, Víctor
2
-
Trapote, Eva
2
-
Vainio, Outi
9
-
Vehkaoja, Antti
10
-
Yoda, Ken
11
-
Zacarian, Katherine
1
-
Friedlaender, Ari
12
-
Rutz, Christian
13
- 1 Earth Species Project
-
2
Universidad de León
info
- 3 Centre national de la recherche scientifique Borea
-
4
Georgia College & State University
info
- 5 African Institute for Mathematical Sciences, Stellenbosch University
- 6 Department of Conservation, New Zealand
-
7
Osaka University
info
- 8 University of Texas, El Paso
-
9
University of Helsinki
info
- 10 Tampere University
-
11
Nagoya University
info
-
12
University of California, Santa Cruz
info
- 13 University of St. Andrews
Editor: Zenodo
Año de publicación: 2023
Tipo: Dataset
Resumen
This repository contains the datasets presented in our forthcoming work: B. Hoffman, M. Cusimano, V. Baglione, D. Canestrari, D. Chevallier, D. DeSantis, L. Jeantet, M. Ladds, T. Maekawa, V. Mata-Silva, V. Moreno-González, A. Pagano, E. Trapote, O. Vainio, A. Vehkaoja, K. Yoda, K. Zacarian, A. Friedlaender, and C. Rutz, "A benchmark for computational analysis of animal behavior, using animal-borne tags," 2023. It also contains the experiment results which are reported in the paper. Standardized code to implement, train, and evaluate models can be found at https://github.com/earthspecies/BEBE/. Please note the licenses in each dataset folder. <strong>Zip folders beginning with "formatted":</strong> These are the datasets we used to run the experiments reported in the benchmark paper. <strong>Zip folders beginning with "raw": </strong>These are the unprocessed datasets used in BEBE. Code to processing a these raw datasets into the format used by BEBE can be found at https://github.com/earthspecies/BEBE-datasets/. <strong>Zip folders beginning with "experiments": </strong>Results of the cross-validation experiments reported in the paper, as well as hyperparameter optimization and cross-validation runs. Confusion matrices for all experiments can also be found here.