Projects

My research projects and work.

research
Synthetic chip layout with callouts for two distinctive registration locations and a repetitive memory region

Robust Visual Search & Registration

Computer Vision · Geometric Computing · Visual Search · Search Optimization

Finding reliable visual correspondences in large-scale, repetitive, and ambiguous geometric patterns.
Synthetic field of noisy geometric images, with a few tiles marked as bright, dark, gray, and background departures

High-Throughput Visual Anomaly Detection

Computer Vision · Robust Statistics · Parallel Computing · Visual Diagnostics

Detecting and explaining meaningful anomalies across large-scale image datasets.
Conceptual Layout to GAN to synthetic microscopy translation diagram

Image-to-Image Translation for Robust Matching

Conditional GANs · Domain Translation · Computer Vision · ML Engineering

Bridging the gap between idealized geometric representations and noisy visual observations.
Conceptual illustration of stacked synthetic geometric layers beside synthesis controls and a multi-CPU execution strip. Layer names and the CPU sequence are illustrative.

Scalable Synthetic Workload Generation

Geometric Computing · Storage Efficiency · Parallel Computing

Generating and processing massive structured datasets through efficient representations and parallel execution.
Technical illustration of LLM inference scheduling, W8A16 model quantization, and GPU memory management.

Efficient LLM Inference & Scheduling

PyTorch · GPU Computing · Inference Scheduling · W8A16 Quantization · Performance Optimization

Optimizing LLM inference through prefill/decode scheduling, W8A16 quantization, and GPU memory efficiency.