Neuron · 2018 · 166 citations · 59 references
Life SciencesNeurobiologyNeuroscienceBehavioral NeuroscienceNeurophysiologySystems NeuroscienceEye-movement ControlHead-eye CoordinationNeural Recording TechnologiesVisual NeurophysiologyVisual PhysiologyVisual SystemElectrophysiological RecordingsEye Movement MonitoringMultimodal Neural RecordingNeural Basis Of BehaviorNeural RecordingPrimary Visual Cortex FunctionPupil Dilation ResponseVisual System Physiology
Breakthroughs in understanding the neural basis of natural behavior require neural recording and intervention to be paired with high-fidelity multimodal behavioral monitoring. An extensive genetic toolkit for neural circuit dissection, and well-developed neural recording technology, make the mouse a powerful model organism for systems neuroscience. However, most methods for high-bandwidth acquisition of behavioral data in mice rely upon fixed-position cameras and other off-animal devices, complicating the monitoring of animals freely engaged in natural behaviors. Here, we report the development of a lightweight head-mounted camera system combined with head-movement sensors to simultaneously monitor eye position, pupil dilation, whisking, and pinna movements along with head motion in unrestrained, freely behaving mice. The power of the combined technology is demonstrated by observations linking eye position to head orientation; whisking to non-tactile stimulation; and, in electrophysiological experiments, visual cortical activity to volitional head movements.
59
Adam: A Method for Stochastic Optimization
Diederik P. Kingma, Jimmy Ba · UvA-DARE (University of Amsterdam) · 2014 · 84.8K citations · Full text
Scikit-learn: Machine Learning in Python
Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text
Fully integrated silicon probes for high-density recording of neural activity
James J. Jun, Nicholas A. Steinmetz, Joshua H. Siegle et al. · Nature · 2017 · 2.4K citations · Full text