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Bence Olveczky

3 accepted papers

2021

Animal pose estimation from video data with a hierarchical von Mises-Fisher-Gaussian model

AISTATS 2021poster

Animal pose estimation from video data is an important step in many biological studies, but current methods struggle in complex environments where occlusions are common and training data is scarce. Recent work has demonstrated improved accuracy with deep neural networks, but these methods often do n…

Cited by 33SourcePDFScholar
2021

The PAIR-R24M Dataset for Multi-animal 3D Pose Estimation

NeurIPS 2021poster

Understanding the biological basis of social and collective behaviors in animals is a key goal of the life sciences, and may yield important insights for engineering intelligent multi-agent systems. A critical step in interrogating the mechanisms underlying social behaviors is a precise readout of t…

Cited by 26SourceScholar
2020

Deep neuroethology of a virtual rodent

ICLR 2020spotlight

Parallel developments in neuroscience and deep learning have led to mutually productive exchanges, pushing our understanding of real and artificial neural networks in sensory and cognitive systems. However, this interaction between fields is less developed in the study of motor control. In this work…

Cited by 93SourceScholar