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caffe's Introduction

Personal Academic Website

This my personal academic web page. My research interests contain Spiking Neural Network, neurorobotics, event-based cameras, Brain-based visual learning, Active Visual Learning, etc.

Personal Blog

https://www.bluenote.top

Previous Projects

"Miro-CV-System"

This is my dissertation project when I was in the University of Sheffield in 2019. All codes are open sourced, you can read more details from my repository.

"Follow Me"

This project's objective is implementing a visual tracking and control system to satisfy customer's requirments(Following trucks, pedestrians and drones). Finally, I used a gimbal camera and a PixKit chassis to achieve a robust visual tracking-by-detection and control system. This project sucessfully helps that customer to do further research based on it, more details are released on my repository.

"POSP"

POSP is a project for Picking Out Single Package on a long conveyor belt. This algorithm must work with a Depth Camear, like Realsense D415/D435(I used a D415 in this project). All codes can be accessed from my repository.

"RoboBus"

The Robobus is a autonoumous shuttle bus which designed for urban area. I mainly hold the part of whole perception framework.

"Sweeping Robots"

Sweeping robots are autonomous mobile robots for cleaning road surface. I mainly hold the part of trash detection and obstacle segmentation for avoidance.

Neurorobotics using Nengo

End-to-End Robot Control based on Events

Research Experience

Teach & Repeat Visual Navigation using a Jaguar Robot

An internship with Dr Li Sun in the University of Sheffield about autonomous mobile robots (a Jaguar robot). Demo

Research & Development works

SNN with using Event Cameras Streams

Doing initial research and development works in Spiking Neural Network for the perception module of autonomous robots through using event cameras in low-light environments, especially for object detection.

A Perception module for KUKA Robotic arms with 3D structured-light stereo cameras

Doing research and development works in the perception module of a KUKA robotic arm project, which includes doing a survey about the comparison of different 3D structured-light cameras; designing a solution of collecting the detailed 3D point cloud data for aluminium material; and doing research about how to calculate the physical error between the aluminium product’s and CAD prototype ground truth.

A Perception module for sweeping robots with a ZED stereo camera

Doing research and development works in the perception module of sweeping robots, which includes a trash detection and a segmentation module; road curb detection module. Achieving the design and solution of mounting a stereo camera detection module on a sweeping robot; doing research about data augmentation in object detection research field; and developing a online website for annotating 2D and 3D objects.

A Perception module of autoware full stack AD framework

Doing research and development works in the perception module based on the framework of Autoware.ai/Autoware.tierIV and Autoware.universe, and finally these works are formed into a standard released version for customers.

A Perception module of autonomous shuttle bus

Doing research and development works in the perception module of a Robobus project, which includes deploying a joint calibration method for cameras and LiDARs; doing research about the comparison of different vehicle specification level cameras; designing a solution of mounting various cameras for robots’ perception modules; doing tests about time synchronisation on hardware-level; doing research about multi-camera BEV perception paradigms for 3D detection modules and doing research about multi-modal sensor fusion algorithms.

Patents

A Chinese Invention Patent Public Patent NO: CN116630374A, Title: 目标对象的视觉跟踪方法、装置、存储介质及设备(A Visual tracking method, device, storage medium and equipment for target object).

Publications

caffe's People

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