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刘斯斯
• High achieving...
个人简介

个人简介

      博士,主要从事机电一体化和机器人领域方面的研究参与澳大利亚葡萄酒研究与开发公司(GWRDC新南威尔士大学UNSW)共同开发的葡萄产量智能预估项目。负责与主持计算机视觉,数据挖掘与可视化和系统解决方案方面的研究。

      具有良好的英语口语和写作能力。参与项目进度例会指导本科生和研究生的研究课题,负责向实验基地技术人员和非技术人员展示实验过程并进行技能培训

      具有良好的沟通能力和团队合作精神,能够独立承担研究任务提出系统解决方案

 

联系方式

Email:scarlett.liu.academic@gmail.com

   现招收硕士和博士(鼓励学生申请CSC出国或者走联合培养的模式至澳大利亚新南威尔士大学)。如有兴趣,请发Email至我邮箱询问相关项目。或者请预约时间来我办公室面谈(交通楼412/203)。预约时间请查看时间表: https://doodle.com/scarlettliu

学术工作经历  

讲师                                                                     2017.11 - 至今    

交通运输工程学院

中南大学,湖南长沙

AI交通运输工程

 

 

博士后                                                                 2016.09 - 2017.12

新南威尔士大学悉尼

 

       负责和主持葡萄园产量预估项目(VYEP理论研究与系统开发

       参与工业合作伙伴的每周例会,并监督团队成员的任务进度

       负责撰写高质量的期刊论文,并承担部分基金申请工作

       指导博士生和本科生的研究课题

 

 

项目研究人员                                                     2014.09 - 2016.08           

新南威尔士大学,悉尼

 

       智能农业机器人小组(Smart Robotics Viticulture, SRV)的核心成员该小组由新南威尔士大学和奔富酒庄Treasury Wine Estates, TWE联合创立主要负责以下三个项目

-     基于计算机视觉技术和数据挖掘技术的葡萄产量预估

-     基于计算机视觉技术的葡萄藤水压的分析及应力分布图的构建

-     基于计算机视觉技术的葡萄串3D模型重建和葡萄质量/数量分布图的构建

       针对葡萄不同生长阶段的特征(芽、花和果实)的检测技术进行理论研究,开发基于图像处理的葡萄果粒大小和葡萄串结构分析的自动检测技术,通过使用MatlabC++进行分析和验证

       提出具有创新性的基于计算机视觉技术和自主车辆辅助的产量预估方案

       设计用于实验基地和实验室数据采集的实验流程和具体实验步骤

       规划实验基地考察行程以及对实验基地技术人员和非技术人员的技能培训工作

       应用ArcGIS协助进行数值分析和数据挖掘,从而改善产量预估系统和预测模型

 

 

集成系统工程师                                                2015.12 - 2016.03

SMES 实验室,3M, 上海,中国  

                                  

       核心研发人员,主要参与以下三个项目:

-     基于计算机视觉技术的ABB机器人智能点胶系统

-     结构材料的缺陷检测

-     生物卡片的缺陷检测

       能够有效地与具有交叉学科背景的团队成员进行沟通与合作

       参与每周例会,跟进项目进度能够项目规定期限完成任务

       具备在压力下高效和出色完成工作任务的能力

相关学术经验

受邀参加顶级杂志和会议评审

     International Conference on Intelligent Robotics and System (IROS), which is one of the largest andmost impactful robotics conferences in Computer Science and Robotics.

     Australian Journal of Grape and Wine Research, which is the best journal in viticulture worldwide.JCR: Q1

     Journal of Field Robotics JCR: Q1

     Journal of Computers and Electronics in Agriculture JCR: Q1

     Sensors JCR: Q1

     Australasian Conference on Robotics and Automation

 

 

受邀关键主题演讲

Invited by Australian Wine Industry Technical Conference (AWITC), held in Adelaide Convention Centre, July 27, 2016.

 

 

 

受邀科技商业演讲

Invited by FoodBytes!, sponsored by Rabobank, held in Industrial Precinct, Cockatoo Island Sydney Harbour, November 3, 2016

 

受邀工业演讲

Invited by Society of Precision Agriculture Australia (SPAA), held in Riverland, South Australia, December 1, 2016

 

受邀学术演讲

    Invited by Central South University, Changsha, China, December 14, 2016

    Invited by Institute of Grapevine and Wine Sciences, University of La Rioja,Logroo, Spain, September 12, 2017

    Invited by Zhejiang University of Technology, Hangzhou, China, Nov 3, 2017

 

带领的相关本科/硕士/博士研究课题

    4 PhDs(博士研究项目)

    Ben Li; Hongkun Wu

Research Topic:  A Robust Automated Flower Estimation System for Grapevine

    Lily Shi

Research Topic:Sub-sampling Optimization for Vineyard Yield Estimation

    3 Masters (硕士毕业设计)

    Bolai Xin

Research Topic:  3D Canopy Reconstruction by Computer Vision in Vineyard

    Sha Liu

Research Topic:  Automated 3D Reconstruction Workflow for Railway data based on SFM

    Quandong Wang

Research Topic:  轨道异物入侵的无人机视觉检测方法研究

    3 Undergraduates (本科毕业设计)

    Letty Liu

Research Topic:  Inflorescence Flower Counting by Image Processing

    Hang Yang

Research Topic:  A novel Approach of Circle Detection without knowing the Radius Range

    Ke Ma

Research Topic:  3D vegetation mapping by UAV from hyper spectral images

    4 Test of Research Students, Summer Internships (本科生研究项目)

    Yiwei Han

      Research Topic:  Mobile Computer Vision for Yield Estimation in Viticulture

    Zhihao Zhang

         Research Topic:  Geo-referencing Vineyard Imagery Without GPS

    Julie Tang

         Research Topic:  Long Term Autonomy for Image Collection in a Vineyard using a Mobile Robot

    Vihaan Kaura

         Research Topic: Image Analysis for Detecting Water Stress in Vineyards

 

  

 

教育经历

工学博士                                                                2013.08 - 2016.08

机电工程学院,新南威尔士大学,澳大利亚

 

       论文:基于计算机视觉的农产品产量预估计算模型

       开发基于计算机视觉技术的产量预估系统

       设计用于实验基地和实验室数据采集的实验方案

       规划实验基地考察行程,为参与实验的技术人员和非技术人员分配任务

       在国际刊物发表论文15篇,参与ABC电视节目网络媒体的项目相关宣传工作

 

工学硕士                                                                2011.09 - 2012.06

交通工程学院,中南大学(985 & 211),中国

 

       免试保送

       负责高铁维护系统的设计,该项目荣获中铁七局铁路先驱奖

 

 

工学学士                                                                2007.09 - 2011.07

交通工程学院,中南大学(985 & 211),中国

 

       优秀毕业生

       精通机械设计(火车)

 

 


讲授课程
_________________________________________________________________________________________

Course: MTRN4230 Robotics 2015 -2017

School of Mechanical and Manufacturing Engineering, UNSW Sydney Australia

• Lecturing the section of Computer Vision for this course

• Prepared teaching slides and tutored the lab sessions

• S2 2015; S2 2016; S2, 2017


科研方向
_________________________________________________________________________________________

计算机视觉,数据挖掘,大数据呈现


学术成果
_________________________________________________________________________________________

发表论文

1. Jayakody H; Liu S; Whitty M; Petrie P, 2017, Microscope image based fully automated stomatadetection and pore measurement method for grapevines, Plant Methods, vol. 13

ERA: A, JCR: Q1

2. Liu S;Cossell S;Tang J;Dunn G;Whitty M, 2017, A Computer Vision System for Early Stage Grape Yield Estimation Based on Shoot Detection, Computers and Electronics in Agriculture

ERA: A, JCR: Q1

3. Niu J;Liang X;Zhou D;Liu T;Liu S, 2017, Numerical study on the aerodynamic pressure of a metro train running between two adjacent platforms, Tunnelling and Underground Space Technology, vol. 65, http://dx.doi.org/10.1016/j.tust.2017.03.006

ERA: A, JCR: Q1

4. Liu S;Whitty M, 2015, Automatic grape bunch detection in vineyards with an SVM classifier, Journal of Applied Logic, vol. 13, pp. 643 - 653,
http://dx.doi.org/10.1016/j.jal.2015.06.001

ERA: A, JCR: Q2

5. Liu S;Tang J;Petrie P;Whitty M, 2016, A Fast Method to Measure Stomatal Aperture by MSER on Smart Mobile Phone, in Applied Industrial Optics: Spectroscopy, Imaging and Metrology, Germany, 25 - 28 July 2016,
http://dx.doi.org/10.1364/AIO.2016.AIW2B.2

6. Skewes M;Liu S;Petrie P;Whitty M, 2016, Smart Phone Tools for Measuring Vine Water Status, in International Symposium on Sensing Plant Water Status, Potsdam, Germany, 05 - 07 October 2016

7. Liu S;Whitty M;Jayakody H, 2016, Grape berry counting based on automated 3D bunch reconstruction from a single image, in16th Australian Wine Industry Technical Conference, Adelaide, South Australia, 24 - 28 July 2016

8. Tang J;Woods M;Cossell S;Liu S;Whitty M, 2016, Non-Productive Vine Canopy Estimation through Proximal and Remote Sensing, in Sensing, Control and Automation Technologies for Agriculture - 5th AGRICONTROL 2016, Seattle, USA, 14 - 17 August 2016,
http://dx.doi.org/10.1016/j.ifacol.2016.10.073

9. Cossell S, Whitty M, Tang J, and Liu S, “Spatial map generation from low cost ground vehicle mounted monocular camera,” in Sensing, Control and Automation Technologies for Agriculture - 5th AGRICONTROL 2016, Seattle, USA, 14 - 17 August 2016.

10. Tang J;Liu S;Cossell S;Whitty M, 2015, Addressing Big Issues in Agriculture: A Case Study on Rapid and High Fidelity Yield Mapping, in 14th APRU Doctoral Students Conference, Hangzhou, China, Hangzhou, China, 23 - 27 November 2015

11. Liu S;Tang J;Cossell S;Whitty M, 2015, Detection of Shoots in Vineyards by Unsupervised Learning with Over the Row Computer Vision System, in Australasian Conference on Robotics and Automation, Canberra, Australia, 02 - 04 December 2015,
https://ssl.linklings.net/conferences/acra/acra2015_proceedings/views/includes/files/pap162.pdf

12. Liu S;Whitty M;Cossell S, 2015, Automatic grape bunch detection in vineyards for precise yield estimation, in Proceedings of the 14th IAPR International Conference on Machine Vision Applications, MVA 2015, pp. 238 - 241,
http://dx.doi.org/10.1109/MVA.2015.7153175

13. Liu S;Whitty M;Cossell S, 2015, A Lightweight Method for Grape Berry Counting based on Automated 3D Bunch Reconstruction from a Single Image, in ICRA, International Conference on Robotics and Automation (IEEE), Workshop on Robotics in Agriculture, Seattle, 30 - 30 May 2015,
http://www.seas.upenn.edu/~tokekar/ICRA2015Workshop/

中国计算机学会推荐的国际学术会议论B区

14. Liu S;Marden S;Whitty M, 2013, Towards automated yield estimation in viticulture, in Australasian Conference on Robotics and Automation, ACRA

Google Citation: 27

15. Skewes M;Liu S;Whitty M;Petrie P, 2016, Using a Smartphone to Measure Vine Water Status, in Australian Wine Industry Technical Conference, 24 - 28 July 2016

16. Woods M;Whitty M;Cossell S;Liu S;Tang J;Dunn G;Petrie P;Davidson A;Wotton C;Jarrett J, 2016, An Initial Investigation into Harvest Efficiency’, in Australian Wine Industry Technical Conference, Adelaide, 24 - 28 July 2016

论文在投

17. Liu S; Whitty M, 3D Grape Bunch Reconstruction for Fast Berry Counting by a Smart Phone,

Submitted to Biosystems Engineering (ERA A, JCR Q1).

18. Liu S; Li X; Wu H; Xin B; Petrie P; Whitty M, 2017, A Robust Automated Flower EstimationSystem for Grape Vines, Biosystems Engineering. Submitted to Biosystems Engineering (ERA A,JCR Q1).

19. Liu S; Shi L; Whitty M, 2017, Sub-sampling Optimisation for Vineyard Yield Estimation.

20. Whitty M; Liu S, 2017, Large Scale Automated Grape Vine Yield Estimation.

21. Liu S; Lu Y; Whitty M , 2017, Progression of Wine Grape Spatial Variation within a season: A CaseStudy in using Image Processing to understand the Key Components affecting Spatial Variation in ablock. Submitted to Australian Journal of Grape and Wine Research (ERA B, JCR Q1).

基金申请

1. Hill G; Chooi M; Wohlers M; Greven M; Whitty M; Liu S; Lam S, 2017, Virtual Vineyards 1’,Discovery Science Funding, cooperating with the New Zealand Institute for Plant and Food ResearchLimited. $1,122,000. Submitted in April 2017.

2. Hill G; Whitty M; Chooi M; Greven M; Wohlers M; Liu S; Lam S; Tod D, 2017, Virtual Vineyards 2’,Ministry of Business, Innovation & Employment (MBIE), cooperated with the New Zealand Institutefor Plant and Food Research Limited. $1,449,000. Submitted in May 2017.

3. Liu S; Whitty M, July 2017, Matrice 600 UAV and gimbal for precise field object detection, MMECollaborative Research Infrastructure Seed Grant 2017. $35,941. Succeed.



奖项/专利/基金

最佳学生海报奖 2016.07.28

第十六届澳大利亚葡萄酒业技术大会

博士生职业发展奖学金 2015 - 2016

新南威尔士大学 & 3M Global

TFS 助学金 2013 - 2016

研究生院,新南威尔士大学,悉尼,澳大利亚

中铁七局铁路先锋奖 2011

中国铁路总公司

优秀毕业生 2011

中南大学,长沙,湖南,中国

专利:探测及救援用模块化可重构机器人系统 2010

专利号:ZL 2010 2 0212004.3

二等国家奖学金 2010

中南大学,长沙,湖南,中国

第四届中国大学生机械创新设计大赛省级一等奖(10/178, 队长) 2010

省教育厅,湖南,中国

全国大学生交通科技大赛二等奖 2010

中南大学,长沙,湖南,中国

创业设计大赛二等奖 2008

中南大学,长沙,湖南,中国

年度优秀学生干部 2008

中南大学,长沙,湖南,中国