BibVision
Computer Vision · AI Application Engineering
PC Bib Detection · Iteration V3 connects bib detection and OCR to searchable video events and clip planning. A separate Android RTMDet-Tiny project explores edge inference.
View case study →AI Application Engineering · Computer Vision · Edge AI
From visual models to practical, inspectable applications.
Focused on remote AI Application Engineer roles and scoped collaborations in computer vision integration, model deployment, and useful application workflows.
Selected engineering work
Two related engineering perspectives: application integration in BibVision and model training, evaluation, deployment, and validation in RTMDet.
RTMDet-Tiny
Model Training · Evaluation · ONNX Deployment & Validation
A related model study separates scratch training from fine-tuning and records CPU/CUDA network timings for the original Epoch-20 ONNX graph, with formal parity results.
View model study →Supporting projectLocal-first personal planning for everyday decisions and resources.SelfPRP — Personal Resource Planning for real life →
Engineering focus
AI Application Engineering
Connecting perception outputs to inspectable workflows and useful product behavior.
Edge AI & Model Deployment
Model integration, local inference, ONNX boundaries, and measured execution.
Product Engineering
Clear interfaces and practical workflows shaped by implementation and validation.
About
Engineering with clarity on systems and results.
My current focus is computer vision, edge inference, and application engineering. Intelligent hardware and spatial computing are future directions I am exploring.