Selected engineering work

Projects

Two connected engineering perspectives: application integration in BibVision, and model training, evaluation, deployment, and validation in RTMDet.

Featured engineering work

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.

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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.

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Supporting projectLocal-first personal planning for everyday decisions and resources.SelfPRP — Personal Resource Planning for real life →