Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Can we extend the Camera Trap Data Package stan...

Sponsored · Your Podcast. Everywhere. Effortlessly. Share. Educate. Inspire. Entertain. You do you. We'll handle the rest. →
Avatar for Sanne Govaert Sanne Govaert
October 23, 2025

Can we extend the Camera Trap Data Package standard for bioacoustics data?

Presentation at Living Data 2025 in Bogota, Colombia - October 23, 2025 (https://livingdata2025.com/).

Abstract: https://livingdata2025.com/program.html?abstract=7018615

Avatar for Sanne Govaert

Sanne Govaert

October 23, 2025

More Decks by Sanne Govaert

Other Decks in Science

Transcript

  1. Can we extend the Camera Trap Data Package standard for

    bioacoustics data? Sanne Govaert¹, Julia Wiel², Peter Desmet¹ and Benjamin Cretois² ¹Research Institute for Nature and Forest (INBO), Belgium ²Norwegian Institute for Nature Research (NINA), Norway October 23, 2025 Photo by Julia Wiel
  2. Project: Safe & sound • Review of existing standards and

    guidelines for bioacoustics • Reach out to users • Collect use cases
  3. Project: Safe & sound • Review of existing standards and

    guidelines for bioacoustics • Reach out to users • Collect use cases Conclusions • Need for a widely accepted bioacoustics data standard • Camtrap DP fits and can be extended
  4. ¹Remote Sens Ecol Conserv, Volume: 10, Issue: 3, Pages: 283-295,

    First published: 09 December 2023 • https://camtrap-dp.tdwg.org/ • Bubnicki et al. 2023 10.1002/rse2.374¹ • Community-developed • Maintained FAIR • Findability • Accessibility • Interoperability • Reusability
  5. Camtrap DP software • camtrapdp (R): read, edit and write

    • camtraptor (R): explore and visualize • camtrapDensity (R): REM and density calculation • Biowatch (desktop prototype): explore and visualize • Integrated Publishing Toolkit (IPT) (online): publish datasets to GBIF • Agouti (online): data management • TRAPPER (online): data management • EuroCaM (online, pending): data management • Wildlife Insights (online, pending): data management • WildObs (online, pending): data management Photo by INBO
  6. Camtrap DP is a GBIF publication format GBIF has adopted

    Camtrap DP • automatic data transformation to Darwin Core and EML • download dataset in original (richer) Camtrap DP https://www.gbif.org/occurrence/gallery?protocol=CAMTRAP_DP Figure by GBIF
  7. Structure of Camtrap DP Frictionless Data Package¹ 4 files: •

    datapackage.json • deployments.csv • media.csv • observations.csv ¹ https://datapackage.org/
  8. datapackage.json Metadata describing dataset, project and files. Figure by Bubnicki

    et al. 2023 Structure of Camtrap DP Frictionless Data Package 4 files: • datapackage.json
  9. datapackage.json Metadata describing dataset, project and files. Figure by Bubnicki

    et al. 2023 Structure of Camtrap DP Frictionless Data Package 4 files: • datapackage.json • deployments.csv deployments.csv Camera trap placements, including location, duration and camera setup.
  10. Remote Sens Ecol Conserv, Volume: 10, Issue: 3, Pages: 283-295,

    First published: 09 December 2023, DOI: (10.1002/rse2.374) datapackage.json Metadata describing dataset, project and files. deployments.csv Camera trap placements, including location, duration and camera setup. media.csv deploymentID Recorded media files, including timestamp, capture method and file path. Figure by Bubnicki et al. 2023 Structure of Camtrap DP Frictionless Data Package 4 files: • datapackage.json • deployments.csv • media.csv
  11. Remote Sens Ecol Conserv, Volume: 10, Issue: 3, Pages: 283-295,

    First published: 09 December 2023, DOI: (10.1002/rse2.374) datapackage.json Metadata describing dataset, project and files. deployments.csv Camera trap placements, including location, duration and camera setup. media.csv observations.csv Observations derived from media files (e.g. animal, vehicle, blank). At media- or event-level. Observations of animals can further specify scientific name, count, life stage, sex, etc. deploymentID Recorded media files, including timestamp, capture method and file path. deploymentID mediaID Figure by Bubnicki et al. 2023 Structure of Camtrap DP Frictionless Data Package 4 files: • datapackage.json • deployments.csv • media.csv • observations.csv
  12. 1) Change names • cameraModel → deviceModel 2) Add new

    terms • samplingFrequency • gain • channels 3) Extend descriptions Camtrap DP goes bioacoustics Photo by Julia Wiel
  13. Next steps - Continue the discussion in GitHub issues¹ -

    Testing, testing, testing! Mapping datasets to the suggested version of Camtrap DP - Prepare the new version of Camtrap DP ¹ https://github.com/tdwg/camtrap-dp/issues Photo by Sanne Govaert
  14. How to be involved? 1) Keep updated: - watch the

    GitHub repo¹ 2) Contribute to: - the discussion in GitHub issues¹ 3) Test your data: - bioacoustic data² - insect data³ ¹ https://github.com/tdwg/camtrap-dp/issues ² https://github.com/camera-traps/bioacoustics ³ https://github.com/camera-traps/insectai Photo by Julia Wiel
  15. Thank you! Sanne Govaert [email protected] This work was funded by

    - WILDLABS and Arms Ltd (The Boring Fund - Safe & Sound) - Research Foundation - Flanders (LifeWatch) - Biodiversa + (TABMON) - Norwegian Institute for Nature Research Photo by Sanne Govaert
  16. References • Bubnicki, Jakub W., Ben Norton, Steven J. Baskauf,

    Tom Bruce, Francesca Cagnacci, Jim Casaer, Marcin Churski, et al. ‘Camtrap DP: An Open Standard for the FAIR Exchange and Archiving of Camera Trap Data’. Remote Sensing in Ecology and Conservation 10, no. 3 (June 2024): 283–95. https://doi.org/10.1002/rse2.374.