Projects

FPGA Project

• PYNQ-Z2-Accelerte Sobel Filter on USB camera to HDMI video streaming

• PYNQ-Z2-Mask Detection Sreaming system

  An AIoT project based on PYNQ-Z2 FPGA Evaluation board. Reading image from usb camera and running yolov3-tiny detection with DPU and using MJPEG HTTP Streaming. Also provide an Android app for handy accessing the streaming content.

Machine Learning

• Model optimization - yolov3 pruning

  Optimize the yolov3 model to speed up inference time by 83.9% for deploying on edge devices.

• Regression - House sale Price Predict

• Classification - Classify characters from Simpsons

• Speech recognition - Taiwanese Speech recognition

School Projects

• Automatic Feeding and monitoring Fish Tank base on Arduino.

• Table wiping Robot Base On Arduino

Small coding project

• Python - Patent Document Keyword Counting Program

• C# - Very Simple Waveform Drawing and Image Processing Program

Project in progress

• Road Damage detection on ZCU104

  This project is still in progress. This is the phase 1 progress report. slide

  2021-09-27 - Deploying the yolov4 detector with Vitis-ai v1.4, demo with video: link

• Model optimization - yolov4 pruning

  Sparse training - Finished layer and channel pruning - Finished Finetuning pruned model. - Finished Quantizing model with nndct