Graduate Research Assistant
Feb 2020 – May 2025
Video/Image Modeling and Synthesis (VIMS) Lab · University of Delaware, Newark, DE
- Developed a self supervised pretraining algorithm for video understanding by reconstructing temporally shuffled frames, matching VideoMAE performance on action recognition benchmarks without requiring intact temporal sequences.
- Built a deep learning pipeline for Sickle Cell Retinopathy detection from OCT scans with Nemours Children's Hospital, achieving mAP 0.86 on 500+ clinical volumes, published at MICCAI 2024 in the top 11% of 2,869 submissions.
- Mentored 3 junior researchers on deep learning methodology, experimental design, and PyTorch workflows, enabling independent experimentation and contributing to 2 additional conference submissions.