At Vope Medical, I lead CLARIS from synthetic data pipelines and Vision Transformer design through clinical safety guardrails and real-time edge deployment. My work improved surgical image restoration by 9.2–50.9%, with optimized inference delivering 2–4× lower latency and a 50% smaller memory footprint.
I have spent over nine years advancing deep learning, computer vision, generative AI, and uncertainty-aware medical imaging. My research has produced 10+ peer-reviewed publications and deployable work spanning segmentation, image restoration, synthetic data generation, model distillation, and accelerated AI systems.
