Minghui Li

Visual Intelligence (VI)Lab, Harbin 150006, China Harbin Institute of Technology

Machine Intelligence and Collective RObotics (MICRO) Lab, Guangzhou 510275, China Sun Yat-sen University

News

[2024.03] One SCI paper is accepted by Neural Computing and Applications (IF:6.0, Paper, Link)!
[2023.08] One SCI paper is accepted by Neural Computing and Applications (IF:6.0, Paper, Link)!
[2021.06] Awarded with "Outstanding Undergraduate of SYSU" (中山大学优秀毕业生)!
[2021.03] One SCI-Q1 paper is accepted by Chinese Journal of Aeronautics (IF:5.7, Paper, Link)!
[2024.05] Our national invention patent "A mosaic method for large aerial strip image" has been accepted (Link, 专利授权)!
[2023.07] Our national invention patent "Multi feature point detection method" has been accepted (Link, 专利授权)!
[2023.07] Our national invention patent "A method based on DenseHR-Net" has been accepted (Link, 专利授权)!
[2022.03] Our national invention patent "A real time target detection method" has been accepted (Link, 专利授权)!
[2020.11] Awarded with "China Aerospace Fund-Huanya" Outstanding Prize (“中国航天-环亚”奖学奖-10,000元)!
[2020.11] Our Air2Land: A deep learning dataset for UAV autolanding is released (Dataset, PDF)!
[2020.09] Awarded with "First Prize of Academic Scholarship" (中山大学研究生一等奖学奖，所有学年均获得)!
[2020.03] Project leader of excellent graduate innovation and development of Sun Yat-sen University (Report, Certificate)!
[2019.08] The First Prize of 2019 “JCAR Cup” robot industry application competition (As team leader) (Report, Certificate)!

Research Interest

I work in the field of computer vision, few-shot learning and deep learning theory. Currently, I focus on the following research topics:

Image classification based on few-shot learning
Fine-grained few-shot image classification
Deep learning enabled localization for UAV autolanding
Construction of UAV sequence image dataset for approaching and landing.
Mainly engaged in few-shot learning and computer vision research

Education

2021.9-Now Ph.D. in VI Lab, Harbin Institute of Technology. | 2030国家重大专项-学生负责人 Supervisor: Prof. Hongxun Yao
2018.9-2021.6 M.E. in MICRO Lab, Sun Yat-sen University. | 专业第二名（2/41），优秀毕业生 Supervisor: Prof. Tianjiang Hu
2014.9-2018.6 B.E. in School of Automation, Civil Aviation University of China. | 专业第一名（1/248），保研 Supervisor: Prof. Jian Zhang
2011.9-2014.6 Student in Class 1103, Xinjiang Middle School. Supervisor: Mrs. Lingzhen Guang

Publications

Journals:

[3] M. Li, T. Hu “Deep Learning Enabled Localization for UAV Autolanding,” Chinese Journal of Aeronautics (CJA), (SCI Q1 Top, IF=5.7) [PDF] [Certificate] [Link]

[2] M. Li, H. Yao, Y. Wang “Focus nuance and toward diversity: exploring domain-specific fine-grained few-shot recognition,” Neural Computing and Applications (NCAA), (SCI, IF=6.0) [PDF] [Link]

[1] M. Li, H. Yao “In-use calibration: Improving domain-specific fine-grained few-shot recognition,” Neural Computing and Applications (NCAA), (SCI, IF=6.0) [PDF] [Link]

Conferences:

Projects

Services

Membership:

China Society of Image and Graphics Member | 中国图像图形学会会员, 2022-Now
Chinese Society of Mechanics Member | 中国力学学会会员, 2018-Now
Chinese Communist Party Member | 中国共产党党员, 2017-Now

Extracurricular Activities:

Assistant teacher of Digital Image Processing | 哈工大数字图像处理研究生课程助教, Harbin Institute of Technology.
Assistant teacher of MATLAB Language | 中山大学 MALAB 本科生课程助教, Sun Yat-sen University.
Third prize of May 4th Chorus Festival of "The Voice of Xinghai" | 中山大学“星海之声”合唱三等奖, Sun Yat-sen University
Third prize of poetry recitation competition | 中山大学红色诗文诵读三等奖 , Sun Yat sen University

Awards

2021, Outstanding Undergraduate, Sun Yat-sen University | 中山大学优秀毕业生 [Certificate]
2020, Project leader of excellent graduate innovation and development, Sun Yat-sen University | 中山大学优秀研究生创新发展项目负责人 (全校105人) [Certificate]
2020, Awarded with "China Aerospace Fund-Huanya scholarship, Sun Yat-sen University | “中国航天-环亚“奖学金[Certificate]
2020, postgraduate (2/41), Sun Yat-sen University | 硕士成绩排名2/41[Report]
2019, The First Prize of 2019 “JCAR Cup” robot industry application competition (As team leader), Siemens Research Institute | ”清华·西门子“机器人工业应用大赛一等奖[Certificate][Report]
2019, The Third prize of the southern competition area of the 2019 "Yuanchuang Cup" innovation and creativity competition, JWKJW | ”源创杯“南部赛区三等奖[Certificate]
2019, First Prize of Academic Scholarship(x2), Sun Yat-sen University | 硕士一等学业奖学金，每年均获得
2018, First Prize of Academic Scholarship(x4), Civil Avaition University of China | 本科一等学业奖学金，每年均获得[Certificate]
2018, Outstanding Undergraduate, Civil Avaition University of China | 中国民航大学优秀毕业生[Certificate]
2018, Undergraduate GPA: 4.02 (1/248), Civil Avaition University of China | 本科成绩排名2/248[Report]
2017, Xiamen Airlines Scholarship, Civil Avaition University of China | 厦航奖学金[Certificate]
2016, The First Prize of physics competition/top 10 mathematics competition, Civil Avaition University of China | 中国民航大学物理竞赛一等奖[Certificate]
2016, The Second Prize of physics competition for college students, Tianjin | 天津市物理竞赛“二等奖”[Certificate]
2016, Civil Aviation Director Scholarship, Civil Aviation Authority | 民航局长奖学金及“蓝天学子”称号[Certificate]