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kourenke/README.md

Hi, I'm Renke Kou 👋

🌱 Currently: Postdoctoral Researcher

🔭 Research Focus: Building an infrared small target ecosystem, including:

  • Image/video generation & annotation
  • Multi-task training & knowledge distillation
  • Evaluation metrics & inference optimization
  • Mobile deployment for infrared weak targets

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  • We are currently dedicated to the research and development of more functional visualization systems.

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🔥 Publications

📋 Journal Papers

- Review papers (综述类)

  1. Kou R K, Wang C P, Peng Z M, et al.
    Infrared small target segmentation networks: A survey
    Pattern Recognition, 2023, 143: 109788
    ESI Highly Cited👑 WOS:00103718620000

  2. 寇人可, 王春平, 罗迎, 等.
    单帧红外图像多尺度小目标检测技术综述
    中国图象图形学报, 2024, 29(09):2625-2649

- Algorithm related papers (算法类)

  • Model driven algorithms
  1. Kou R K, Wang C P, Fu Q, et al.
    Infrared small target detection based on improved density peak search and human visual mechanism
    IEEE J-STARS, 2022, 15: 6144-6157
    WOS:000838675100003

  2. Xi Y Q, Liu D Y, Kou R K, et al.
    Infrared Small Target Detection Based on Holistic Interframe Interaction and Spatiotemporal Local Contrast Method
    IEEE GRSL, 2025.

  • Data driven algorithms
  1. Kou R K, Wang C P, Yu Y, et al.
    LW-IRSTNet: Lightweight infrared small target segmentation network
    IEEE TGRS, 2023, 61: 5621313
    ESI Highly Cited👑 WOS:001119655900007

  2. Xi Y Q, Liu D Y, Kou R K, et al.
    Gradient Enhanced Feature Pyramid Network for Infrared Small Target Detection
    IEEE GRSL, 2025.

  3. 王培超,王家宝,寇人可,等. 边缘信息增强的轻量化红外小目标检测方法
    计算机工程与应用, 2025

  • Mask label generation algorithm
  1. Kou R K, Wang C P, Fu Q, et al.
    MCGC: Multi-scale chain growth clustering for infrared targets under single-point supervision
    IEEE TGRS, 2024, 62: 5620412
    WOS:001214652600004

  2. Yuan S, Qin H L, Kou R K, et al.
    Beyond full labels: Energy-double-guided single-point prompt for infrared small target label generation
    IEEE J-STARS, 2025.

  • Tracking algorithm
  1. Kou R K, Wang C P, Yu Y, et al.
    Infrared small target tracking via segmentation network and multistrategy fusion
    IEEE TGRS, 2023, 61: 5612912
    WOS:001022708100018

  2. Song J, Mei W, Xu Y, Fu Q, Kou R K, et al.
    Motion Estimation for Multi-Object Tracking using KalmanNet with Semantic-Independent Encoding
    arxiv preprint, arxiv:2509.11323, 2025.

- Dataset category (数据集类)

  1. https://github.com/kourenke/IRTiny-BD-10K-Datasets

- Evaluation metrics (评估指标类)

  1. https://github.com/IRSTD/STD-EvalKit

- Analysis of target infrared radiation characteristics (目标红外辐射特性分析类)

  1. Kou R K, Wang C P, Fu Q, et al.
    Detection model and performance evaluation for infrared search and tracking systems
    Applied Optics, 2023, 62(2): 398-410
    WOS:001057810600017

  2. Kou R K, Wang H Y, Zhao Z H, et al.
    Optimum selection of detection point and threshold noise ratio of airborne infrared search and track systems
    Applied Optics, 2017, 56(18): 5268-5273.


👯 Academic Activities

🏆 Awards & Honors

​​杰出报告奖 (Outstanding Presentation Award)​​ - 2025年中国图象图形学报研究生论坛 - 汇报题目: 远距红外小目标物理与数据融合驱动的多任务可视化生态体系构建(2025) https://www.bilibili.com/video/BV1bdxrzjEpb/?spm_id_from=333.1387.collection.video_card.click

杰出报告奖 (Outstanding Presentation Award)​​ - 2023年中国图象图形学报研究生论坛 - 汇报题目: 复杂环境下红外小目标智能分割技术研究(2023) https://www.bilibili.com/video/BV1tb4y1u719/?spm_id_from=333.337.search-card.all.click

三等奖 - PRCV资源受限下红外小目标检测挑战赛(2024)

📘 Editorial Board Member

西安邮电大学学报 - 首届青年编委

📝 Journal Reviewer

  • IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
  • IEEE transactions on circuits and systems for video technology
  • IEEE Transactions on Geoscience and Remote Sensing
  • IEEE Geoscience and Remote Sensing Letters
  • IEEE Signal Processing Letters
  • ISPRS Journal of Photogrammetry and Remote Sensing
  • Karbala International Journal of Modern Science
  • Journal of visual communication and image representation
  • Engineering Applications of Artificial Intelligence
  • Computers & electrical engineering
  • Expert Systems With Applications
  • Optics and Laser Technology
  • Image and vision computing
  • Computer Science Review
  • Knowledge-based systems
  • Pattern recognition
  • Remote Sensing
  • Applied Optics
  • Array
  • 中国图象图形学报
  • 西安邮电大学学报

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