Scholars@Duke
Timothy Dunn

Timothy Dunn

Assistant Professor of Biomedical Engineering
Biomedical Engineering

Scholarly Works - Conferences

Personalized Case- and Evidence-Based TBI Prognosis with Small Language Models.

Conference ... IEEE-EMBS International Conference on Biomedical and Health Informatics. IEEE-EMBS International Conference on Biomedical and Health Informatics · October 2025 Timely and accurate emergency department disposition for traumatic brain injury patients requires rapid synthesis of complex, multimodal data. Yet in practice, such decisions often rely on heuristics, resulting in variable outcomes. While large language mo ... Full text Cite

DISENTANGLING 3D ANIMAL POSE DYNAMICS WITH SCRUBBED CONDITIONAL LATENT VARIABLES

Conference 13th International Conference on Learning Representations Iclr 2025 · January 1, 2025 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 ... Cite

Towards Interactive and Interpretable Image Retrieval-Based Diagnosis: Enhancing Brain Tumor Classification with LLM Explanations and Latent Structure Preservation.

Conference Artificial intelligence in medicine. Conference on Artificial Intelligence in Medicine (2005- ) · July 2024 When evaluating patient scans, clinicians make use of their previous experience to make a diagnosis. However, for complex conditions such as brain tumors, the availability of relevant information beyond a clinician's personal context becomes more valuable. ... Full text Cite

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

Conference Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition · January 1, 2024 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 ... Full text Cite

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

Conference Advances in Neural Information Processing Systems · January 1, 2021 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 underlyin ... Cite

Imaging the behavior and neural activity of freely moving organisms with a gigapixel microscope

Conference Optics Infobase Conference Papers · January 1, 2019 We present a micro-camera array microscope that images at cellular-level detail across hundreds of square centimeters. We demonstrate how this microscope can image the behavior and fluorescent neural activity of freely swimming zebrafish ... Full text Cite