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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

Zheng Li's Projects

6-pack icon 6-pack

"6-PACK: Category-level 6D Pose Tracker with Anchor-Based Keypoints" code repository

autoware.universe-with-awsim icon autoware.universe-with-awsim

This repo shows detailed steps to joint test autoware.universe with AWSIM on Jetson Orin Devkit and x86 host machine. This can largely save your time to figure out issues during learning official docs about deploying awsim and autoware.universe on your machine.

bookcnn icon bookcnn

《深度卷积网络:原理与实践》现已在淘宝天猫京东当当发售. 这里是其中的代码下载.

caffe icon caffe

Caffe: a fast open framework for deep learning.

cuda-samples icon cuda-samples

Samples for CUDA Developers which demonstrates features in CUDA Toolkit

d2l-zh icon d2l-zh

《动手学深度学习》,英文版即伯克利深度学习(STAT 157,2019春)教材。面向中文读者、能运行、可讨论。

deeplearning-500-questions icon deeplearning-500-questions

深度学习500问,以问答形式对常用的概率知识、线性代数、机器学习、深度学习、计算机视觉等热点问题进行阐述,以帮助自己及有需要的读者。 全书分为15个章节,近20万字。由于水平有限,书中不妥之处恳请广大读者批评指正。 未完待续............ 如有意合作,联系[email protected] 版权所有,违权必究 Tan 2018.06

densefusion icon densefusion

"DenseFusion: 6D Object Pose Estimation by Iterative Dense Fusion" code repository

detectron icon detectron

FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.

fashion-mnist icon fashion-mnist

A MNIST-like fashion product database. Benchmark :point_right:

follow-me icon follow-me

This "Follow Me" project implements a tracking visual system with using a PixKit Chassis.

gym icon gym

A toolkit for developing and comparing reinforcement learning algorithms.

halo icon halo

✍ Halo 一款现代化的个人独立博客系统

homelab icon homelab

This is a summary of my homelab. I want to self-host some of my own services or applications online. Like, My NAS services, JupyterLab, Personal Blog, Gitlab, Pihole, OpenWrt etc.

jetson-inference icon jetson-inference

Hello AI World guide to deploying deep-learning inference networks and deep vision primitives with TensorRT and NVIDIA Jetson.

keras-ncp icon keras-ncp

Code repository of the paper Neural circuit policies enabling auditable autonomy published in Nature Machine Intelligence

lego-loam icon lego-loam

LeGO-LOAM: Lightweight and Ground-Optimized Lidar Odometry and Mapping on Variable Terrain

lidar_ai_solution icon lidar_ai_solution

A project demonstrating Lidar related AI solutions, including three GPU accelerated Lidar/camera DL networks (PointPillars, CenterPoint, BEVFusion) and the related libs (cuPCL, 3D SparseConvolution, YUV2RGB, cuOSD,).

lizheng1997 icon lizheng1997

This my personal academic web page. My research interest contains Spiking Neural Network, neurorobotics, event-based camera, Brain-based visual learning.

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