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Jiancheng Pan

Visiting Research Student
Tsinghua University
jiancheng.pan.plus (at) gmail.com


About Me

Hi, I am Jiancheng Pan (潘建成). I am a third-year master student at the Institute of Computer Vision of Zhejiang University of Technology under the supervision of Prof. Cong Bai. At the same time, I am a visiting research student at AI4Earth Laboratory of Tsinghua University with Prof. Xiaomeng Huang. Honorably, I will be a visting researcher at Institute for Computer Science, Artificial Intelligence and Technology (INSAIT, Sofia, Bulgaria), working with Prof. Luc Van Gool and Dr. Danda Paudel on Multi-modal LLMs for Earth Observation.

My research interests [Keywords] include but are not limited to Multimodal Learning, Data-centric AI, Foundation Model with its application on Earth Observation [GeoAI], towards constructing Foundation Models and Multi-modal LLMs for Earth Observation. I am also dedicated to tackling challenges in Earth sciences through machine learning, with a particular emphasis on solving socially relevant problems, such as advancing sustainability [ML4Sustainability][AI4Earth].

Our Remote Sensing / Earth Observation Foundation Models:

I believe in earning through skills and achieving through collaboration. If you are interested in my research or have any questions, suggestions, or collaboration ideas, please feel free to contact me. Email or WeChat[id: jaychempan] is OK.

News

Publications [Google Scholar]

    * indicates contributed equally and is corresponding author.

  1. Preprint
    EarthSynth: Generating Informative Earth Observation with Diffusion Models
    Jiancheng Pan*, Shiye Lei*, Yuqian Fu, Jiahao Li, Yanxing Liu, Yuze Sun, Xiao He, Long Peng, Xiaomeng Huang, Bo Zhao
    Under Review, 2025.
    PDF Code Project Page BibTex

  2. CVPRW'25
    Enhance Then Search: An Augmentation-Search Strategy with Foundation Models for Cross-Domain Few-Shot Object Detection
    Jiancheng Pan, Yanxing Liu, Xiao He, Long Peng, Jiahao Li, Yuze Sun, Xiaomeng Huang
    IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2025.
    PDF Code Benchmark BibTex NTIRE25 Challenge Runner-up

  3. IGARSS'25
    Control Copy-Paste: Controllable Diffusion-Based Augmentation Method for Remote Sensing Few-Shot Object Detection
    Yanxing Liu, Jiancheng Pan, Bingchen Zhang
    The International Geoscience and Remote Sensing Symposium (IGARSS), 2025.
    PDF BibTex

  4. IGARSS'25
    Semantic-Aware Ship Detection with Vison-Language Integration
    Jiahao Li, Jiancheng Pan, Yuze Sun, Xiaomeng Huang
    The International Geoscience and Remote Sensing Symposium (IGARSS), 2025.
    PDF BibTex Oral Presentation

  5. Preprint
    InfoEA: Information-Based Remote Sensing Image-Text Embedding Alignment Via Bottleneck
    Qing Ma, Hongze Ni, Jiancheng Pan, Cong Bai, Shengyong Chen
    Under Review, 2024.
    PDF Code BibTex

  6. AAAI'25
    Locate Anything on Earth: Advancing Open-Vocabulary Object Detection for Remote Sensing Community
    Jiancheng Pan*, Yanxing Liu*, Yuqian Fu, Muyuan Ma, Jiahao Li, Danda Pani Paudel, Luc Van Gool, Xiaomeng Huang
    AAAI Conference on Artificial Intelligence (AAAI), 2025.
    PDF Code Project Page BibTex AGU24 Oral Presentation

  7. Preprint
    PIR: Remote Sensing Image-Text Retrieval with Prior Instruction Representation Learning
    Jiancheng Pan, Muyuan Ma, Qing Ma, Cong Bai, Shengyong Chen
    Under Review, 2024.
    PDF Code BibTex

  8. TGRS'24
    Direction-Oriented Visual-semantic Embedding Model for Remote Sensing Image-text Retrieval
    Qing Ma*, Jiancheng Pan*, Cong Bai
    IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2024.
    PDF BibTex

  9. MM'23
    A Prior Instruction Representation Framework for Remote Sensing Image-text Retrieval
    Jiancheng Pan, Qing Ma, Cong Bai
    ACM International Conference on Multimedia (ACM MM), 2023.
    PDF Code Benchmark BibTex Oral Presentation

  10. ICMR'23
    Reducing Semantic Confusion: Scene-aware Aggregation Network for Remote Sensing Cross-modal Retrieval
    Jiancheng Pan, Qing Ma, Cong Bai
    ACM International Conference on Multimedia Retrieval (ACM ICMR), 2023.
    PDF Code BibTex Oral Presentation

Projects

  1. Global Infrastructure emissions Detector (碳甄)
    Organized by Tsinghua University
    The Global Infrastructure Emissions Detector (GID) tracks global emission sources, analyzes temporal and spatial patterns, and provides tools and models for related research.
    Project Page

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