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Document Analysis and Pattern Recognition Laboratory

Document Analysis and Pattern Recognition Laboratory

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Home > People > Jiaqi Li

Jiaqi Li

📞 15535350072 📧 [email protected] Github ORCID
Jiaqi Li
supervisor: Yuchen Zheng

2026-09-01 — 2029-07-01

👤 Personal Information

  • Class of 2026, Master candidate in Electronic Information
  • Document Analysis and Pattern Recognition Laboratory, School of Information Science and Technology, Shihezi University

🔬 Research Interests

  • Remote‑Sensing Change Detection Based on Large‑Model and World‑Model

In the training of remote‑sensing change‑detection models, high‑quality real‑world change samples are difficult to obtain and expensive to annotate. To address this issue, the diffusion model is introduced as a sample generation module. Based on existing real remote‑sensing images, a large number of synthetic change samples are generated to expand the training dataset. Combined with the analytical capabilities of large‑models and world‑models, an appropriate change‑detection discrimination paradigm is adopted to mine inherent feature differences between real ground‑object changes and synthetic generated changes. A robust remote‑sensing change‑detection system with strong anti‑interference ability and excellent generalization performance is finally constructed.

Keywords: remote‑sensing change detection, diffusion model, sample generation, large model, world model, dataset augmentation

📄 Academic Outputs

None

🏆 Honors & Awards

None

Contact

Lvyuan Building No.2, College of Information Science and Technology, Shihezi University, Shihezi 832003, China

Email: [email protected]

Phone: 15610007856

Links

  • 石河子大学
  • 模板来源:SynELab(上科大纪清清团队)
  • 石河子大学信息科学与技术学院
  • 上科大物质科学与技术学院合成电子学实验室
  • 报考石大
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