🧑‍💻 About Me

I am about to join DiDi as an algorithm engineer, where I would focus on promoting the reasoning capabilities of large language models and developing travel-related intelligent agents. Currently, I am a third-year master in Southeast University, under the supervision of Yi Zhou. Prior to this, I received my bachelor’s degree from ZhengZhou University. My research interests include incremental learning and open-world learning, especially in object detection and image classification.

🔥 News

  • 2025.03:  🎉🎉 Our latest paper in incremenral learning is available at here.
  • 2024.06:  🎉🎉 One paper accepted by ICIP 2024. [CCF-C类].
  • 2024.04:  🎉🎉 One paper accepted by IEEE Transactions on Intelligent Vehicles (IEEE T-IV). [JCR-Q1].

📝 Publications

Under review
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Universal Incremental Learning: Mitigating Confusion from Inter- and Intra-task Distribution Randomness

Sheng Luo, Yi Zhou, Tao Zhou

GitHub    Paper

Keywords:

  • General Incremental Learning
  • Real-world Scenarios
  • Entropy Minimization and Gradient Recalibration
ICIP 2024
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OpenDet-D:Open World Object Detection Via Cooperative Foundation Models for Driving Scenes

Sheng Luo, Yi Zhou

GitHub    Paper

Keywords:

  • Visual Prompt Generation
  • Unknown Object Labeling
  • Open-set Detection and Incremental Learning
IEEE T-IV
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Delving into Multi-modal Multi-task Foundation Models for Road Scene Understanding: From Learning Paradigm Perspectives

Sheng Luo, Wei Chen, Yi Zhou, et al.

GitHub    Paper

Keywords:

  • Language-centric Multi-task Modeling
  • Vision-centric and -beyond Multi-modal Understanding
  • Prompting Techniques and World Model

🎖 Honors and Awards

  • 2024.10 Education Foundation Scholarship (Top 5%)
  • 2023.10 Academic Second Scholarship (Top 30%)
  • 2022.10 Academic Second Scholarship (Top 30%)
  • 2021.10 National Encouragement Scholarship (Top 5%)

📖 Educations

💻 Internships

😋 Hobbies (布局太丑,后续调整…)

西红柿炒鸡蛋
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看似简单,其实也简单。

擂椒皮蛋
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卖相差点,但味道不错。

红油炒鸡
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咸香可口,配饭绝配。