Yimian Dai

Yimian Dai 戴一冕

Associate Professor

Nankai University

Biography

I am currently an Associate Professor at the Visual Computing and Intelligent Perception (VCIP) Lab, College of Computer Science, Nankai University. I am proud to be a part of the team led by Prof. Ming-Ming Cheng (程明明). Prior to this, I had the privilege of being a Postdoctoral Fellow at the PCA Lab, where I was fortunate to work under the guidance of Prof. Jian Yang (杨健) from Nanjing University of Science and Technology (NJUST). His mentorship was invaluable to my growth as a researcher.

Throughout my career, I have had the fortunate opportunity to collaborate closely with Prof. Xiang Li (李翔) from Nankai University and Prof. Yan Yang (杨燕) from Xi’an Jiaotong University. As the head of the GrokCV Research Group, my research interests have evolved, now focusing on Remote Sensing Object Detection, Visual Perception in Adverse Environments, and Efficient Deployment and Optimization within Domestic AI Ecosystem. My goal is to address real-world challenges in these fields.

戴一冕,南开大学副教授。长期专注于红外弱小目标检测研究,主持发布 SIRST V1SIRST V2DenseSIRSTHazyDetGrokLST 等多个开源数据集。主持国家自然科学青年基金、博士后面上项目以及算法研究类的校企合作项目 5 项,主要成果发表在 IJCV、IEEE TGRS、IEEE TAES、IEEE TIM 等国际知名期刊共 15 篇。第一作者论文 11 篇,其中 ESI 高被引论文 5 篇,4 篇引用超过 400 次,单篇最高引用超 950 次,共计获得 3100 余次引用,2023、2024 连续入选斯坦福前 2% 顶尖科学家榜单。曾获河南省教育厅科技成果二等奖(排名第二)、首届粤港澳大湾区国际算法算例大赛遥感目标检测赛道亚军。

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长期招募具有自驱力的博士后、博士生、硕士生以及本科实习生,欢迎感兴趣的同学联系我

Interests
  • Image Restoration
  • Object Detection
  • Vision-Language Models
Education
  • PhD in Signal Processing, Dec, 2020

    Nanjing University of Aeronautics and Astronautics

  • BSc in Electrical Engineering, Jun, 2013

    Nanjing University of Aeronautics and Astronautics

Experience

 
 
 
 
 
Nankai University
Associate Professor
Nankai University
January 2025 – Present Tianjin, China
 
 
 
 
 
Nanjing University of Science and Technology
Postdoctoral Fellow
Nanjing University of Science and Technology
January 2021 – December 2024 Nanjing, China
 
 
 
 
 
University of Arizona
Visiting PhD Student
University of Arizona
October 2018 – October 2020 Tucson, AZ, USA
 
 
 
 
 
University of Copenhagen
Visiting PhD Student
University of Copenhagen
March 2018 – September 2018 Copenhagen, Denmark

Honor

Resource-Limited Infrared Small Target Detection Challenge Track 2 Lightweight Infrared Small Target Detection
三等奖,指导老师
复杂场景下基于非凸建模的红外暗弱小目标检测关键技术研发与应用
科技成果二等奖,排名第二
2022 年首届粤港澳大湾区国际算法算例大赛——遥感图像目标检测赛道亚军
100,000 RMB 奖金 (2nd/127 队伍)
中国科协优秀中外青年交流计划(2017年度)
50,000 RMB 奖金,全国仅 50 名

Selected Publications

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(2024). DenoDet: Attention as Deformable Multi-Subspace Feature Denoising for Target Detection in SAR Images. IEEE TAES.

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(2024). Pick of the Bunch: Detecting Infrared Small Targets Beyond Hit-Miss Trade-Offs via Selective Rank-Aware Attention. IEEE TGRS.

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(2023). One-Stage Cascade Refinement Networks for Infrared Small Target Detection. IEEE TGRS.

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(2021). Attention as Activation. ICPR 2020.

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