Machine learning for image based species identification
J Wäldchen, P Mäder - Methods in Ecology and Evolution, 2018 - Wiley Online Library
Accurate species identification is the basis for all aspects of taxonomic research and is an
essential component of workflows in biological research. Biologists are asking for more …
essential component of workflows in biological research. Biologists are asking for more …
[HTML][HTML] Automated plant species identification—Trends and future directions
Current rates of species loss triggered numerous attempts to protect and conserve
biodiversity. Species conservation, however, requires species identification skills, a …
biodiversity. Species conservation, however, requires species identification skills, a …
Widespread sampling biases in herbaria revealed from large‐scale digitization
Nonrandom collecting practices may bias conclusions drawn from analyses of herbarium
records. Recent efforts to fully digitize and mobilize regional floras online offer a timely …
records. Recent efforts to fully digitize and mobilize regional floras online offer a timely …
The history and impact of digitization and digital data mobilization on biodiversity research
G Nelson, S Ellis - … Transactions of the Royal Society B, 2019 - royalsocietypublishing.org
The first two decades of the twenty-first century have seen a rapid rise in the mobilization of
digital biodiversity data. This has thrust natural history museums into the forefront of …
digital biodiversity data. This has thrust natural history museums into the forefront of …
[HTML][HTML] Towards global data products of Essential Biodiversity Variables on species traits
Abstract Essential Biodiversity Variables (EBVs) allow observation and reporting of global
biodiversity change, but a detailed framework for the empirical derivation of specific EBVs …
biodiversity change, but a detailed framework for the empirical derivation of specific EBVs …
Using herbaria to study global environmental change
During the last centuries, humans have transformed global ecosystems. With their temporal
dimension, herbaria provide the otherwise scarce long‐term data crucial for tracking …
dimension, herbaria provide the otherwise scarce long‐term data crucial for tracking …
Herbaria as big data sources of plant traits
JM Heberling - International Journal of Plant Sciences, 2022 - journals.uchicago.edu
Herbarium specimens have long been a cornerstone of taxonomic research but are only
recently being recognized for their potential as a source of spatially and temporally …
recently being recognized for their potential as a source of spatially and temporally …
The changing uses of herbarium data in an era of global change: an overview using automated content analysis
Widespread specimen digitization has greatly enhanced the use of herbarium data in
scientific research. Publications using herbarium data have increased exponentially over the …
scientific research. Publications using herbarium data have increased exponentially over the …
The unrealized potential of herbaria for global change biology
Plant and fungal specimens in herbaria are becoming primary resources for investigating
how plant phenology and geographic distributions shift with climate change, greatly …
how plant phenology and geographic distributions shift with climate change, greatly …
Digitization of herbaria enables novel research
PS Soltis - American journal of botany, 2017 - JSTOR
ON THE NATURE OF THINGS: ESSAYS AMERICAN JOURNAL OF BOTANY funded by
NSF. As of this writing, iDigBio currently serves over 105 million specimen records from US …
NSF. As of this writing, iDigBio currently serves over 105 million specimen records from US …