JAABA: interactive machine learning for automatic annotation of animal behavior.
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JAABA: interactive machine learning for automatic annotation of animal behavior.
Nat Methods. 2013 Jan;10(1):64-7
Authors: Kabra M, Robie AA, Rivera-Alba M, Branson S, Branson K
Abstract
We present a machine learning-based system for automatically computing interpretable, quantitative measures of animal behavior. Through our interactive system, users encode their intuition about behavior by annotating a small set of video frames. These manual labels are converted into classifiers that can automatically annotate behaviors in screen-scale data sets. Our general-purpose system can create a variety of accurate individual and social behavior classifiers for different organisms, including mice and adult and larval Drosophila.
PMID: 23202433 [PubMed - indexed for MEDLINE]
