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Computational bioacoustics with deep learning: a review and roadmap
D Stowell - PeerJ, 2022 - peerj.com
Animal vocalisations and natural soundscapes are fascinating objects of study, and contain
valuable evidence about animal behaviours, populations and ecosystems. They are studied …
valuable evidence about animal behaviours, populations and ecosystems. They are studied …
[HTML][HTML] Solutions for humanity on how to conserve insects
The fate of humans and insects intertwine, especially through the medium of plants. Global
environmental change, including land transformation and contamination, is causing …
environmental change, including land transformation and contamination, is causing …
Insect decline in the Anthropocene: Death by a thousand cuts
Nature is under siege. In the last 10,000 y the human population has grown from 1 million to
7.8 billion. Much of Earth's arable lands are already in agriculture (1), millions of acres of …
7.8 billion. Much of Earth's arable lands are already in agriculture (1), millions of acres of …
Mutilation of the tree of life via mass extinction of animal genera
Mass extinctions during the past 500 million y rapidly removed branches from the
phylogenetic tree of life and required millions of years for evolution to generate functional …
phylogenetic tree of life and required millions of years for evolution to generate functional …
Deep learning and computer vision will transform entomology
Most animal species on Earth are insects, and recent reports suggest that their abundance is
in drastic decline. Although these reports come from a wide range of insect taxa and regions …
in drastic decline. Although these reports come from a wide range of insect taxa and regions …
Interpreting insect declines: seven challenges and a way forward
Many insect species are under threat from the anthropogenic drivers of global change.
There have been numerous well‐documented examples of insect population declines and …
There have been numerous well‐documented examples of insect population declines and …
Declines in insect abundance and diversity: We know enough to act now
Recent regional reports and trends in biomonitoring suggest that insects are experiencing a
multicontinental crisis that is apparent as reductions in abundance, diversity, and biomass …
multicontinental crisis that is apparent as reductions in abundance, diversity, and biomass …
Fewer butterflies seen by community scientists across the warming and drying landscapes of the American West
Uncertainty remains regarding the role of anthropogenic climate change in declining insect
populations, partly because our understanding of biotic response to climate is often …
populations, partly because our understanding of biotic response to climate is often …
A window to the world of global insect declines: Moth biodiversity trends are complex and heterogeneous
Moths are the most taxonomically and ecologically diverse insect taxon for which there exist
considerable time-series abundance data. There is an alarming record of decreases in moth …
considerable time-series abundance data. There is an alarming record of decreases in moth …
No net insect abundance and diversity declines across US Long Term Ecological Research sites
Recent reports of dramatic declines in insect abundance suggest grave consequences for
global ecosystems and human society. Most evidence comes from Europe, however, leaving …
global ecosystems and human society. Most evidence comes from Europe, however, leaving …