Lightning Pose: improved animal pose estimation via semi-supervised learning, Bayesian ensembling and cloud-native open-source tools
Contemporary pose estimation methods enable precise measurements of behavior via
supervised deep learning with hand-labeled video frames. Although effective in many cases …
supervised deep learning with hand-labeled video frames. Although effective in many cases …
A brain-wide map of neural activity during complex behaviour
International Brain Laboratory, B Benson, J Benson… - Biorxiv, 2023 - biorxiv.org
A key challenge in neuroscience is understanding how neurons in hundreds of
interconnected brain regions integrate sensory inputs with prior expectations to initiate …
interconnected brain regions integrate sensory inputs with prior expectations to initiate …
Reproducibility of in-vivo electrophysiological measurements in mice
International Brain Laboratory, K Banga, J Benson… - bioRxiv, 2022 - biorxiv.org
Understanding whole-brain-scale electrophysiological recordings will rely on the collective
work of multiple labs. Because two labs recording from the same brain area often reach …
work of multiple labs. Because two labs recording from the same brain area often reach …
Exploiting correlations across trials and behavioral sessions to improve neural decoding
Traditional neural decoders model the relationship between neural activity and behavior
within individual trials of a single experimental session, neglecting correlations across trials …
within individual trials of a single experimental session, neglecting correlations across trials …