D3.1 Availability of image & sound datasets for training image and sound recognition models

This document describes the availability of training data for image and sound recognition models of European animals, focusing on species groups for which an EU Red List is available, on species groups included in the EU pollinator initiative and on alien invasive species of Union concern. It compares the availability of training data with the goals set by ourselves at the start of the MAMBO project, analyses gaps and discusses possible ways to address these gaps in the next few years.

Authors

Institutions

Publication Details

Published
2026-08-20
DOI
https://doi.org/10.3897/arphapreprints.e212343
Primary Topic
Species Distribution and Climate Change
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

D3.1 Availability of image & sound datasets for training image and sound recognition models

Vincent J. Kalkman
Species Distribution and Climate Change
preprint

D3.1 Availability of image & sound datasets for training image and sound recognition models

Vincent J. Kalkman
preprint en

Abstract

This document describes the availability of training data for image and sound recognition models of European animals, focusing on species groups for which an EU Red List is available, on species groups included in the EU pollinator initiative and on alien invasive species of Union concern. It compares the availability of training data with the goals set by ourselves at the start of the MAMBO project, analyses gaps and discusses possible ways to address these gaps in the next few years.

Naturalis Biodiversity Center (NL)
Life in Land
Species Distribution and Climate Change
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

D3.1 Availability of image & sound datasets for training image and sound recognition models — Vincent J. Kalkman · (2026) | TGRS Research Map | TGRS