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Jiancheng Pan

Visiting Researcher
INSAIT, Sofia University "St. Kliment Ohridski"
jiancheng.pan.plus (at) gmail.com
jiancheng.pan (at) insait.ai


About Me

Hi, I am Jiancheng Pan (潘建成), a Visiting Researcher at Institute for Computer Science, Artificial Intelligence and Technology (Logo in Bulgaria), Sofia University “St. Kliment Ohridski”, working with Prof. Luc Van Gool and Dr. Danda Paudel.

My research focuses on Multimodal Learning, Foundation Models & MLLMs, Data-centric AI, and applications in Earth Observation and Sustainable Development.

Our Foundation Models & MLLMs: LAE-DINO Logo / EarthSynth Logo

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.

News

  • [Oct. 2025] One paper is accepted by AAAI 2026 (IAAI,CCF-A). Congrats to Yuze.
  • [Oct. 2025] One paper is accepted by IEEE GRSL. Congrats to Yanxing.
  • [Oct. 2025] One abstract has been accepted by AGU 2025 at New Orleans, LA (Oral).
  • [Sep. 2025] Honored as Graduate Academic Star of ZJUT (研究生学术之星, Top 10 Students).
  • [Jul. 2025] I officially joined Logo in Sofia of Bulgaria as a visiting researcher.
  • [Jun. 2025] Honored as an Outstanding Graduate (浙江省优秀毕业生, China).
  • [May 2025] RS generative foundation model EarthSynth Logo for task-oriented synthesis.
  • [Apr. 2025] I have reached 100+ citations of Google Scholar Logo.
  • [Apr. 2025] One paper is selected poster presentation by VALSE 2025 Logo at Zhuhai, China.
  • [Apr. 2025] One paper is accepted by CVPRW 2025 Logo (NTIRE25 Challenge).
  • [Apr. 2025] Successfully apply for INSAIT Graduate Research Fellowship (INSAIT GRF).
  • [Mar. 2025] Runner-up in the NTIRE25 Challenge Logo (Team Leader), CVPRW 2025.
  • [Mar. 2025] Two papers are accepted by IGARSS 2025. Congrats to Yanxing and Jiahao.
  • [Dec. 2024] One paper is accepted by AAAI 2025 (CCF-A).
  • [Nov. 2024] Awarded the National Scholarship (Top 1.05%, Ranking 7/664).
  • [Oct. 2024] One abstract has been accepted by AGU 2024 at Washington,D.C (Oral).
  • [Aug. 2024] First largest RS foundation detector LAE-DINO Logo is released.
  • [Apr. 2024] One paper is accepted by IEEE TGRS (CCF-B, IF=7.5).
  • [Oct. 2023] Awarded the National Scholarship (Top 0.2%, Ranking 1/615).
  • [Jul. 2023] One paper is accepted by ACM MM 2023 (CCF-A, Oral).
  • [Apr. 2023] Successfully apply for ICMR Travel Scholarship (2000$).
  • [Apr. 2023] One paper is accepted by ACM ICMR 2023 (CCF-B, Oral).

Publications [Google Scholar]

    * indicates contributed equally and is corresponding author.

  1. AAAI 2026
    Deploying Atmospheric and Oceanic AI Models on Chinese Domestic Hardware and Framework: Migration Strategies, Performance Optimization and Analysis
    Yuze Sun, Wentao Luo, Yanfei Xiang, Jiancheng Pan, Jiahao Li, Quan Zhang, Xiaomeng Huang
    AAAI Conference on Artificial Intelligence (AAAI), 2026.
    PDF Code BibTex CCF-A

  2. GRSL 2025
    Diverse Instance Generation via Diffusion Models for Enhanced Few-Shot Object Detection in Remote Sensing Images
    Yanxing Liu, Jiancheng Pan, Jianwei Yang, Tiancheng Chen, Peiling Zhou, Bingchen Zhang
    IEEE Geoscience and Remote Sensing Letters (IEEE GRSL), 2025.
    PDF BibTex Q1/Q2, IF=4.4

  3. 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 AGU25 Oral

  4. CVPRW 2025
    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 CCF-A Workshop Oral

  5. IGARSS 2025
    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

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

  7. 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

  8. AAAI 2025
    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 CCF-A AGU24 Oral

  9. Preprint
    PriorCLIP: Visual Prior Guided Vision-Language Model for Remote Sensing Image-Text Retrieval
    Jiancheng Pan, Muyuan Ma, Qing Ma, Cong Bai, Shengyong Chen
    Under Review, 2024.
    PDF Code BibTex

  10. TGRS 2024
    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 CCF-B Q1, IF=7.5

  11. ACMMM 2023
    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 CCF-A Oral

  12. ICMR 2023
    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 CCF-B Oral

  13. NCA 2021
    Deliberation on object-aware video style transfer network with long–short temporal and depth-consistent constraints
    Yunxin Liu, Aiwen Jiang, Jiancheng Pan, Jianming Liu, Jihua Ye
    Neural Computing and Applications (NCA), 2021.
    PDF BibTex CCF-C Q1, IF=4.4

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 Team Release News

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