YiJunfei

YiJunfei

Phd. student in Hunan University.

About me

Hello, I’m Junfei. Welcome to my homepage.

I was born in 1997 and recently completed my Ph.D. at the National Engineering Center of Robot Visual Perception and Control Technology, Hunan University, under the supervision of Professor Yaonan Wang, Professor Jianxu Mao, and Professor Hui Zhang. From February 2024 to February 2025, I am a visiting student at the University of Technology Sydney (UTS), working under the supervision of Professor Xiaojun Chang and Professor Hanyu Gu. I received my M.S. and B.S. degrees from Changsha University of Science and Technology in 2021 and Xi’an University of Posts & Telecommunications in 2018, respectively.

My research interests include image processing, object detection, and knowledge distillation.

πŸ“’ News

  • πŸ—“οΈ [2025-07-03] - Congratulations! One Paper was accepted to IEEE Transactions on Industrial Informatics.
  • πŸ—“οΈ [2025-06-26] - Congratulations! our paper CVPT: Cross Visual Prompt Tuning was accepted by ICCV 2025.
  • πŸ—“οΈ [2025-06-25] - I'm thrilled to share that I successfully passed my PhD defense today β€” huge thanks to everyone who supported me!
  • πŸ—“οΈ [2025-04-04] - I successfully concluded an engaging and insightful project, marking the end of a productive and enjoyable experience.
  • πŸ—“οΈ [2025-03-07] - Started research on aircraft panel hole detection at COMAC (Commercial Aircraft Corporation of China) in Shanghai.
  • πŸ—“οΈ [2025-02-16] - Left Sydney and returned to Hunan University to continue pursuing my Ph.D.

πŸ“š Publications

[2025] A Novel Transmission Line Inspection Method Based on the Shape-Aware Features Refinement Network

πŸ“Œ IEEE/ASME Transactions on Mechatronics

πŸ‘₯ Junfei Yi, Jianxu Mao, Hui Zhang, Ziming Tao, Junlong Yu, Weixing Peng, Kai Zeng, Yaonan Wang

πŸ”— Link to Paper

πŸ“– Keywords: Unmanned aerial vehicle, transmission line inspection, slender object, feature refinement, feature erasure

[2025] Balancing Accuracy and Efficiency With a Multiscale Uncertainty-Aware Knowledge-Based Network for Transmission Line Inspection

πŸ“Œ IEEE Transactions on Industrial Informatics

πŸ‘₯ Junfei Yi, Jianxu Mao, Hui Zhang, Yurong Chen, Tengfei Liu, Kai Zeng, He Xie, Yaonan Wang

πŸ”— Link to Paper

πŸ“– Keywords: Real-world transmission line inspection, knowledge distillation, uncertainty-aware knowledge, multiscale relationship, unmanned aerial vehicles

[2024] FMSD: Focal Multi-scale Shape-feature Distillation Network for Small Fasteners Detection in Electric Power Scene

πŸ“Œ IEEE Transactions on Circuits and Systems for Video Technology

πŸ‘₯ Junfei Yi, Jianxu Mao, Hui Zhang, Mingjie Li, Kai Zeng, Mingtao Feng, Xiaojun Chang, Yaonan Wang

πŸ”— Link to Paper

πŸ“– Keywords: Small fastener detection, knowledge distillation, shape-sensitive knowledge, and contour-guided distillation

[2023] PSTL-Net: A Patchwise Self-Texture-Learning Network for Transmission Line Inspection

πŸ“Œ IEEE Transactions on Instrumentation and Measurement

πŸ‘₯ Junfei Yi, Jianxu Mao, Hui Zhang, Kai Zeng, Ziming Tao, Hang Zhong, Shaoyuan Wang, Yaonan Wang

πŸ”— Link to Paper

πŸ“– Keywords: Smart Grid, Object Detection, Self-Texture Learning, Patch-Aware Spatial Attention, Transmission Line Inspection

[2022] Review on the COVID-19 Pandemic Prevention and Control System Based on AI

πŸ“Œ Engineering Applications of Artificial Intelligence

πŸ‘₯ Junfei Yi, Hui Zhang, Jianxu Mao, Yurong Chen, Hang Zhong, Yaonan Wang

πŸ”— Link to Paper

πŸ“– Keywords: Artificial intelligence, COVID-19 big data, Intelligent equipment and systems, Intelligent robots

[2022] Pharmaceutical Foreign Particle Detection: An Efficient Method Based on Adaptive Convolution and Multiscale Attention

πŸ“Œ IEEE Transactions on Emerging Topics in Computational Intelligence

πŸ‘₯ Junfei Yi, Hui Zhang, Jianxu Mao, Yurong Chen, Hang Zhong, Yaonan Wang

πŸ”— Link to Paper

πŸ“– Keywords: Automatic detection methods, Computational intelligence algorithms, Adaptive convolution, Multiscale attention, Anchor-free