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Timothy W. Dunn

3 accepted papers

2025

Disentangling 3D Animal Pose Dynamics with Scrubbed Conditional Latent Variables

ICLR 2025poster

Methods for tracking lab animal movements in unconstrained environments have become increasingly common and powerful tools for neuroscience. The prevailing hypothesis is that animal behavior in these environments comprises sequences of discrete stereotyped body movements ("motifs" or "actions"). How…

Cited by 0SourcePDFScholar
2024

TULIP: Multi-camera 3D Precision Assessment of Parkinson's Disease

CVPR 2024poster

Parkinson's disease (PD) is a devastating movement disorder accelerating in global prevalence but a lack of precision symptom measurement has made the development of effective therapies challenging. The Unified Parkinson's Disease Rating Scale (UPDRS) is the gold-standard for assessing motor symptom…

Cited by 2SourcePDFScholar
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