[HTML][HTML] Catalyzing next-generation artificial intelligence through neuroai
Neuroscience has long been an essential driver of progress in artificial intelligence (AI). We
propose that to accelerate progress in AI, we must invest in fundamental research in …
propose that to accelerate progress in AI, we must invest in fundamental research in …
Leaving flatland: Advances in 3D behavioral measurement
Animals move in three dimensions (3D). Thus, 3D measurement is necessary to report the
true kinematics of animal movement. Existing 3D measurement techniques draw on …
true kinematics of animal movement. Existing 3D measurement techniques draw on …
Geometric deep learning enables 3D kinematic profiling across species and environments
Comprehensive descriptions of animal behavior require precise three-dimensional (3D)
measurements of whole-body movements. Although two-dimensional approaches can track …
measurements of whole-body movements. Although two-dimensional approaches can track …
[HTML][HTML] Anipose: A toolkit for robust markerless 3D pose estimation
Quantifying movement is critical for understanding animal behavior. Advances in computer
vision now enable markerless tracking from 2D video, but most animals move in 3D. Here …
vision now enable markerless tracking from 2D video, but most animals move in 3D. Here …
[HTML][HTML] Facemap: a framework for modeling neural activity based on orofacial tracking
Recent studies in mice have shown that orofacial behaviors drive a large fraction of neural
activity across the brain. To understand the nature and function of these signals, we need …
activity across the brain. To understand the nature and function of these signals, we need …
[HTML][HTML] Behavioral decomposition reveals rich encoding structure employed across neocortex in rats
The cortical population code is pervaded by activity patterns evoked by movement, but it
remains largely unknown how such signals relate to natural behavior or how they might …
remains largely unknown how such signals relate to natural behavior or how they might …
Toward next-generation artificial intelligence: Catalyzing the neuroai revolution
Neuroscience has long been an essential driver of progress in artificial intelligence (AI). We
propose that to accelerate progress in AI, we must invest in fundamental research in …
propose that to accelerate progress in AI, we must invest in fundamental research in …
[HTML][HTML] Hierarchical action encoding in prefrontal cortex of freely moving macaques
Our natural behavioral repertoires include coordinated actions of characteristic types. To
better understand how neural activity relates to the expression of actions and action …
better understand how neural activity relates to the expression of actions and action …
[HTML][HTML] Keypoint-MoSeq: parsing behavior by linking point tracking to pose dynamics
Keypoint tracking algorithms have revolutionized the analysis of animal behavior, enabling
investigators to flexibly quantify behavioral dynamics from conventional video recordings …
investigators to flexibly quantify behavioral dynamics from conventional video recordings …
LiftPose3D, a deep learning-based approach for transforming two-dimensional to three-dimensional poses in laboratory animals
Abstract Markerless three-dimensional (3D) pose estimation has become an indispensable
tool for kinematic studies of laboratory animals. Most current methods recover 3D poses by …
tool for kinematic studies of laboratory animals. Most current methods recover 3D poses by …