Projects

Four featured projects with measured results and their limits, plus smaller ones.

Featured projects

CPU Inference Benchmark

PyTorch, ONNX Runtime and OpenVINO on one laptop CPU, FP32 vs INT8, with a controlled measurement method.

  • 3.48×ResNet-18 INT8 vs FP32, OpenVINO
  • 2.6 msOpenVINO INT8, batch 1
  • PyTorch
  • ONNX Runtime
  • OpenVINO
  • NNCF

DetailsGitHub

SST Baselines

Baselines and a reproducible evaluation for daily sea surface temperature (NOAA OISST) in two North Pacific regions.

  • 6baselines compared
  • 40tests
  • Python
  • NOAA OISST
  • Ridge regression

DetailsGitHub

RoadAI

Transfer-operations platform (MVP, pilot in preparation): driver app, dispatcher dashboard and LLM document extraction with human review.

  • 646automated checks
  • 3test suites
  • FastAPI
  • Flutter
  • React
  • PostgreSQL

DetailsCase study (app code is private)

Gesture Control

Controls the computer with hand gestures through a webcam, using MediaPipe hand tracking and OpenCV.

  • 29.9 FPScamera + tracking, CPU
  • 228tests in ~1.6 s
  • MediaPipe
  • OpenCV
  • Python

DetailsGitHub

Other projects