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Focusing learning
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YuChuang1205/README.md

Hi there, I'm Chuang Yu (余创 in Chinese) (PhD student, IEEE Member)!👋

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🔭 Reseach-wise, I mainly focus on:

  • Cross-spectral image matching/registration/fusion
  • Infrared small target detection
  • Remote sensing image segmentation

👯 I am open to:

  • collaboration opportunities (anytime & anywhere & any type)

📫 How to reach me:

🌱 Publications (Some representative papers):

  • Chuang Yu, Jinmiao Zhao, Yunpeng Liu*, Sicheng Zhao, Xiangyu Yue*. From Easy to Hard: Progressive Active Learning Framework for Infrared Small Target Detection with Single Point Supervision. arXiv preprint arXiv:2412.11154, 2024. ([paper])([code])
  • Chuang Yu, Yunpeng Liu*, Jinmiao Zhao, Xiangyu Yue*. Why and How: Knowledge-Guided Learning for Cross-Spectral Image Patch Matching. arXiv preprint arXiv:2412.11161, 2024. ([paper])([code])
  • Chuang Yu, Yunpeng Liu*, Jinmiao Zhao, Dou Quan, Xiangyu Yue*. Relational Representation Learning Network for Cross-Spectral Image Patch Matching. arXiv preprint arXiv:2403.11751, 2024. ([paper]) This code will be coming soon~~
  • Chuang Yu, Yunpeng Liu*, Jinmiao Zhao, Shuhang Wu, Zhuhua Hu. Feature Interaction Learning Network for Cross-Spectral Image Patch Matching. Accepted by IEEE Transactions on Image Processing. (2023, SCI) ([paper]) ([data1])([data2])
  • Chuang Yu, Jinmiao Zhao, Yunpeng Liu*, Shuhang Wu, Chenxi Li. Efficient Feature Relation Learning Network for Cross-Spectral Image Patch Matching. Accepted by IEEE Transactions on Geoscience and Remote Sensing. (2023, SCI) ([paper]) ([data])
  • Chuang Yu, Yunpeng Liu*, Chenxi Li et al. Multi-branch Feature Difference Learning Network for Cross-Spectral Image Patch Matching. Accepted by IEEE Transactions on Geoscience and Remote Sensing. (2022, SCI) ([paper]) ([code])
  • Chuang Yu, Yunpeng Liu*, Xin Xia, Deyan Lan, Xin Liu, Shuhang Wu. Precise and fast segmentation of offshore farms in high-resolution SAR images based on model fusion and half-precision parallel inference. Accepted by IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. (2022, SCI)([paper])
  • Chuang Yu, Yunpeng Liu*, Shuhang Wu, Xin Xia, Zhuhua Hu, Deyan Lan, Xin Liu. Pay Attention to Local Contrast Learning Networks for Infrared Small Target Detection [J]. Accepted by IEEE Geoscience and Remote Sensing Letters. (2022, SCI) ([paper])([code])
  • Chuang Yu, Yunpeng Liu*, Shuhang Wu, Zhuhua Hu, Xin Xia, Deyan Lan, Xin Liu. Infrared small target detection based on multiscale local contrast learning networks[J]. Accepted by Infrared Physics & Technology. (2022, SCI) ([paper]) ([code])
  • Chuang Yu, Yunpeng Liu*,Xin Xia, Zhuhua Hu, Shengpeng Fu. Precise segmentation of remote sensing cage images based on SegNet and voting mechanism [J]. Accepted by Applied Engineering in Agriculture (2022,SCI) ([paper]) ([code])
  • Chuang Yu, Yunpeng Liu*, Zhuhua Hu, Xin Xia. Precise Segmentation and Measurement of Inclined Fish’s Features Based on U-Net and Fish Morphological Characteristics[J]. Accepted by Applied Engineering in Agriculture. (2021, SCI) ([paper]) ([code])
  • Jinmiao Zhao, Zelin Shi*, Chuang Yu, and Yunpeng Liu. Multi-Scale Direction-Aware Network for Infrared Small Target Detection. arXiv preprint arXiv:2406.02037, 2024. ([paper]) ([code])
  • Jinmiao Zhao, Chuang Yu, Zelin Shi*, Yunpeng Liu, Yingdi Zhang. Gradient-Guided Learning Network for Infrared Small Target Detection [J]. Accepted by IEEE Geoscience and Remote Sensing Letters. (2023, SCI) ([paper]) ([code])

😄 Honors (Some representative awards):

  • The 1st place of Water Body Extraction from High-resolution and Multi-modal Optical Images in the 2024 ISPRS TC I Contest on Intelligent Interpretation for Multi-modal Remote Sensing Application (Team leader) (2024)
  • The 1st prize in the PRCV2024 Wide-area Infrared Small Target Detection Challenge (Team leader) (2024)
  • The 2nd prize in the ICPR 2024 Resource-Limited Infrared Small Target Detection Challenge Track 1: Weakly Supervised Infrared Small Target Detection (Team leader) (2024)
  • The 2nd prize in the ICPR 2024 Resource-Limited Infrared Small Target Detection Challenge Track 2: Lightweight Infrared Small Target Detection (Team leader) (2024)
  • The 3rd prize of the First "Shensi Cup" - Urban Lifeline·AI Problem Solving Challenge. (Team leader) (2024)
  • The 3rd place of Marine Farms Segmentation in High-Resolution SAR Images in the 5TH Gaofen Challenge on Automated High Resolution Earth Observation Image Interpretation. (Team leader) (2023)
  • Outstanding Graduate Student Award of Shenyang Institute of Automation, Chinese Academy of Sciences. (Top 1%) (2023)
  • Pacemaker to Merit Student of the University of Chinese Academy of Sciences. (Top 1%) (2023, 2024)
  • National Scholarship (Top 2%) (2022, 2024)
  • Outstanding Graduates of Hainan University. (Top 1%) (2020)
  • The 2nd prize of China Collegiate Computing Contest Artificial Intelligence Innovation Contest. (Team leader) (2019)
  • National Encouragement Scholarship for three consecutive years (Top 2%) (2016 - 2019)

🚀 Some personal news reports:

  • The 1st place of Water Body Extraction from High-resolution and Multi-modal Optical Images in the 2024 ISPRS TC I Contest on Intelligent Interpretation for Multi-modal Remote Sensing Application. ([news report link])
  • The 1st prize in the PRCV2024 Wide-area Infrared Small Target Detection Challenge ([news report link])
  • The Outstanding Communist Youth League Member of the Chinese Academy of Sciences. ([news report link])

Services:

  • Journal/Conference Reviewer
    • ISPRS Journal of Photogrammetry and Remote Sensing
    • IEEE Transactions on Geoscience and Remote Sensing (TGRS)
    • IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)
    • Engineering Applications of Artificial Intelligence (EAAI)
    • Expert Systems With Applications (ESWA)
    • Infrared Physics & Technology (IPT)
    • Neurocomputing
    • Signal Processing
    • IEEE Sensors Journal
    • IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
    • International Conference on Pattern Recognition (ICPR)

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