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Connecting the dots in ethology: applying network theory to understand neural and animal collectives
A major goal shared by neuroscience and collective behavior is to understand how dynamic interactions between individual elements give rise to behaviors in populations of neurons and animals, respectively.
Overcoming the Domain Gap in Neural Action Representations
Relating animal behaviors to brain activity is a fundamental goal in neuroscience, with practical applications in building robust brain-machine interfaces.
Overcoming the Domain Gap in Contrastive Learning of Neural Action Representations
A fundamental goal in neuroscience is to understand the relationship between neural activity and behavior.
Deformation-aware Unpaired Image Translation for Pose Estimation on Laboratory Animals
We compare our approach with existing domain transfer methods and demonstrate improved pose estimation accuracy on Drosophila melanogaster (fruit fly), Caenorhabditis elegans (worm) and Danio rerio (zebrafish), without requiring any manual annotation on the target domain and despite using simplistic off-the-shelf animal characters for simulation, or simple geometric shapes as models.
