Projects

Things I have built end to end — mostly computer vision and generative models that had to run somewhere real: a phone, a car, a production line.

5 case studies Edge & mobile Generative AI Industrial vision

Generative AI

Personality-Driven AI Avatar Bot

AI avatars with distinct personalities that join a group chat — generated end to end, from character identity through to speaking video.

  • Talking Head
  • Diffusion Models

Dec 2023 – Jan 2025

Generative AI

AI Photo Editing App

One-tap photo edits — object removal, background removal, sky replacement, and outfit changing — built on generative inpainting and segmentation.

  • Segmentation
  • Image Editing

Sep 2023 – Jan 2024

Segmentation

Real-Time Portrait Segmentation on Mobile

A lightweight portrait segmentation network for phone cameras, plus the full data pipeline behind it.

  • On-Device Inference
  • Mobile

Aug 2021 – Dec 2021

Object Detection

Industrial Surface Defect Detection

Detecting and grading surface defects on a production line, delivered as a .NET-integrable component rather than a Python service.

  • Industrial Vision
  • Deployment

Jan 2021 – Apr 2021

Autonomous Driving

Autopilot Perception on Jetson TX2

The perception stack for an autonomous driving entry — lane, sign, and obstacle understanding running on an embedded Jetson TX2.

  • Object Detection
  • Embedded

Jan 2020 – Jan 2021