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Minghui Li   李铭慧

Ph.D. in Computer Science（计算机博士）

Baidu Inc. | 百度公司（算法工程师）
HIT-VILab | 哈尔滨工业大学-视觉智能实验室（博士）

Email: 894194906@qq.com

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Biography

I received my Ph.D. from Harbin Institute of Technology（哈工大）, supervised by Prof. Hongxun Yao. Before that, I got my Master's degree from Sun Yat-sen University（中山大学）. My research interests include image processing and computer vision, mainly focusing on few-shot learning.

News

  • [09/2025] One SCI paper is accepted by Knowledge-Based Systems 🎉🎉 (IF:8.8, Paper, Link)!

  • [03/2025] One SCI paper is accepted by Neurocomputing 🎉🎉 (IF:6.5, Paper, Link)!

  • [02/2025] One SCI paper is accepted by Neurocomputing 🎉🎉 (IF:6.5, Paper, Link)!

  • [12/2024] Awarded with "Annual Outstanding Student of HIT" (哈工大年度优秀学生)!

  • [05/2024] Our national invention patent has been accepted (Link, 专利授权)!

  • [03/2024] One SCI paper is accepted by Neural Computing and Applications (IF:6.0, Paper, Link)!

  • [08/2023] One SCI paper is accepted by Neural Computing and Applications (IF:6.0, Paper, Link)!

  • [07/2023] Our national invention patent has been accepted (Link, 专利授权)!

  • [07/2023] Our national invention patent has been accepted (Link, 专利授权)!

  • [03/2022] Our national invention patent has been accepted (Link, 专利授权)!

  • [06/2021] Awarded with "Outstanding Undergraduate of SYSU" (中山大学优秀毕业生)!

  • [03/2021] One SCI-Q1 paper is accepted by Chinese Journal of Aeronautics (IF:5.7, Paper, Link)!

Selected Publications
Knowledge-Based Systems   Bias-in-debias-out: Hierarchical channel-spatial bias calibration for cross-domain few-shot classification
Minghui Li, Hongxun Yao
Knowledge-Based Systems, 2025
[Paper] [PDF] ⭐ SCI-Q1-Top IF: 8.8
Neurocomputing   FMVP: Fine-grained Meta Visual Prompt enabled domain-specific few-shot classification
Minghui Li, Hongxun Yao
Neurocomputing, 2025
[Paper] [PDF] ⭐ SCI-Q1-Top IF: 6.5
Neurocomputing   Drop inherent biases: Multi-level attention calibration for robust cross-domain few-shot classification
Minghui Li, Jing Jiang, Hongxun Yao
Neurocomputing, 2025
[Paper] [PDF] ⭐ SCI-Q1-Top IF: 6.5
Neural Computing and Applications   In-use calibration: improving domain-specific fine-grained few-shot recognition
Minghui Li, Hongxun Yao
Neural Computing and Applications, 2024
[Paper] [PDF] ⭐ SCI-Q2 IF: 6.0
Neural Computing and Applications   Focus nuance and toward diversity: exploring domain-specific fine-grained few-shot recognition
Minghui Li, Hongxun Yao, Yong Wang
Neural Computing and Applications, 2023
[Paper] [PDF] ⭐ SCI-Q2 IF: 6.0
Chinese Journal of Aeronautics   Deep learning enabled localization for UAV autolanding
Minghui Li, Tianjiang Hu
Chinese Journal of Aeronautics, 2021
[Paper] [PDF] ⭐ SCI-Q1-Top IF: 5.7

Projects

Selected Patents
国家发明专利
一种超大航拍条带图像的拼接生成方法及装置
李铭慧等
专利授权, 2024.05
[证书]
国家发明专利
基于双级联深度网络的无人机多特征点检测方法及装置
李铭慧等
专利授权, 2023.07
[证书]
国家发明专利
一种基于DenseHR-Net的无人机自主着陆目标提取方法及装置
李铭慧等
专利授权, 2023.07
[证书]
国家发明专利
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
李铭慧等
专利授权, 2022.03
[证书]

Honors and 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]

Visiting