Work

SpecReFlow

End-to-end pipeline for detecting and restoring specular reflections in cystoscopy video using optical flow. My first published paper, and the project that taught me where the real problems in perception live.

Journal of Medical Imaging, 2024. Bowden Lab, Vanderbilt.

UniCat

Showed that training sensor modalities independently and concatenating at inference beats joint fusion for multimodal re-identification. The result that made me take data-level decisions seriously as a research variable.

NeurIPS 2023 (UniReps Workshop). Modern Intelligence.

GraFT

Gradual fusion transformer for multimodal re-identification. Fusion tokens inside a ViT backbone. 62% smaller than comparable models, state-of-the-art on several benchmarks. The predecessor to UniCat.

Modern Intelligence.

VLM Data Curation Pipeline

Curation at multi-billion sample scale for CLIP pretraining. Curated data matched uncurated performance 10x faster, 2x faster than CLIPScore filtering.

Datology.

VLM Eval Stack

Migrated VLM evaluation from HuggingFace to vLLM-based inference. 10x faster eval cycles. Built because the gap between running an experiment and knowing whether it worked was too long.

Datology.

Experiment Harness

Automated orchestration that compressed month-long research cycles to weekends. Built because I was tired of babysitting runs.

Datology.