Real-Time People Tracking
DETR · GNN Association · Kalman
Occlusion-robust MOT running 60 FPS on Jetson. Case study · GitHub
Production-grade vision and AI, beautifully executed.
Detection • Tracking • Re-ID • 3D • Optimization (TensorRT / TFLite). I design, train, and deploy systems that ship — to edge and cloud.
10+
Years in CV/AI
25+
Models Deployed
∞
Curiosity
Featured Projects
Problem → Approach → Result. Scannable, with links.
Latest Articles
Shipping 60 FPS Tracking: the exact steps
MLOps • TensorRT • Benchmarking
What mattered (and what didn’t) from data → evaluation → deployment.
Triplet vs Softmax for Re-ID in the Wild
Re-ID • Losses • Domain Shift
Lessons from hard mining and augmentations that finally moved the needle.
Consulting & Services
Model Design & Training
Custom detection, tracking, Re-ID, and segmentation tailored to your data and constraints.
Optimization
Quantization, pruning, TensorRT/TFLite/ONNXRuntime for edge or server with real benchmarks.
Audits & Coaching
Architecture reviews, experiment plans, and hands-on team mentoring.
Get in touch
Reply within 24h • Available for freelance & consulting