Simple behavioral analysis (SimBA) as a platform for explainable machine learning in behavioral neuroscience Nat Neurosci.
Neuroscience is advancing from subjective to objective behavioral definitions with the help of machine-guided animal pose estimation and behavioral detection tools. However, these approaches often require significant investments in specialized hardware and specialized computational knowledge. Simple Behavioral Analysis (SimBA) provides an open-source machine learning platform that uses pose tracking data to detect and annotate animal behaviors, making the methods accessible and understandable to non-specialists.
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