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

[2025.03] One SCI paper is accepted by Neurocomputing (IF:5.5, Paper, Link)!
[2025.02] One SCI paper is accepted by Neurocomputing (IF:5.5, Paper, Link)!
[2024.12] Awarded with "Annual Outstanding Student of HIT" (哈工大年度优秀学生)!
[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:

[5] M. Li, H. Yao “Drop inherent biases: Multi-level attention calibration for robust cross-domain few-shot classification,” Neurocomputing (NEUCOM), (SCI Q1 Top, IF=5.5) [PDF] [Link]

[4] M. Li, H. Yao “FMVP: Fine-grained Meta Visual Prompt enabled domain-specific few-shot classification,” Neurocomputing (NEUCOM), (SCI Q1 Top, IF=5.5) [PDF] [Link]

[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:

Patents:

[1] M. Li, L. Pan “一种超大航拍条带图像的拼接生成方法及装置发明专利证书,” (国家发明专利, 正式授权) [PDF]

[1] M. Li, T. Hu “一种面向无人机机载平台部署的实时目标检测方法及装置发明专利证书,” (国家发明专利, 正式授权) [PDF]

[1] M. Li, T. Hu “基于双级联深度网络的无人机多特征点检测方法及装置发明专利证书,” (国家发明专利, 正式授权) [PDF]

[1] M. Li, T. Hu “一种基于DenseHR-Net的无人机自主着陆目标提取方法及装置发明专利证书,” (国家发明专利, 正式授权) [PDF]

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

2024, Annual Outstanding Student, Harbin Institute of Technology | 哈工大年度优秀学生 [Certificate]
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1/248[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]