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Bio-logger Ethogram Benchmark: A benchmark for computational analysis of animal behavior, using animal-borne tags

  • Benjamin Hoffman (Creator)
  • Maddie Cusimano (Creator)
  • Vittorio Baglione (Creator)
  • Daniela Canestrari (Creator)
  • Damien Chevallier (Creator)
  • Dominic L. DeSantis (Creator)
  • Lorène Jeantet (Creator)
  • Monique A. Ladds (Creator)
  • Takuya Maekawa (Creator)
  • Vicente Mata-Silva (Creator)
  • Víctor Moreno-González (Creator)
  • Eva Trapote (Creator)
  • Outi Vainio (Creator)
  • Antti Vehkaoja (Creator)
  • Ken Yoda (Creator)
  • Katherine Zacarian (Creator)
  • Ari Friedlaender (Creator)
  • Christian Rutz (Creator)

Tietoaineisto

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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. Zip folders beginning with "formatted": These are the datasets we used to run the experiments reported in the benchmark paper. Zip folders beginning with "raw": 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/. Zip folders beginning with "experiments": 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.
Koska saatavilla21 huhtik. 2023
JulkaisijaZenodo

Field of science, Statistics Finland

  • 318 Lääketieteen bioteknologia

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