我持续投入 AI4Geoscience 研究，面向地震与 DAS 等复杂数据环境设计并落地机器学习方法。我的工作聚焦地下数据处理、解释、反演、建模与地球物理监测中的实际需求，并致力于融合地球科学与计算方法。相关成果发表于 Geophysics、IEEE TIP、Communications Engineering、IEEE TGRS、GJI 和 Computers & Geosciences 等期刊。I actively contribute to AI4Geoscience by designing and deploying machine-learning solutions for complex data environments such as seismic and DAS. My work addresses practical needs in subsurface data processing, interpretation, inversion, modeling, and geophysical monitoring. By integrating Earth science with computational methods, this research has been published in journals including Geophysics, IEEE TIP, Communications Engineering, IEEE TGRS, GJI, and Computers & Geosciences.
*第一作者或共同第一作者First or co-first author†通讯作者Corresponding author
Dou, Yimin, Xinming Wu, Nathan L. Bangs, Harpreet Singh Sethi, Jintao Li, Hang Gao, and Zhixiang Guo. "Geological Everything Model 3D: A Promptable Foundation Model for Unified and Zero-Shot Subsurface Understanding." Under revision 2026.
@misc{dou2026gem,
title = {Geological Everything Model 3D: A Promptable Foundation Model for Unified and Zero-Shot Subsurface Understanding},
author = {Yimin Dou and Xinming Wu and Nathan L. Bangs and Harpreet Singh Sethi and Jintao Li and Hang Gao and Zhixiang Guo},
year = {2026},
eprint = {2507.00419},
archivePrefix = {arXiv},
url = {https://arxiv.org/abs/2507.00419}
}
审稿中Under Review
Long Han, Xinming Wu†, Xiaoming Sun, Jintao Li, and Yimin Dou
"A Universal Diffusion Regularizer for Geophysical Inversion." Submitted 2026.
Han, Long, Xinming Wu†, Xiaoming Sun, Jintao Li, and Yimin Dou. "A Universal Diffusion Regularizer for Geophysical Inversion." Submitted 2026.
@misc{han2026diffusion,
title = {A Universal Diffusion Regularizer for Geophysical Inversion},
author = {Long Han and Xinming Wu and Xiaoming Sun and Jintao Li and Yimin Dou},
year = {2026},
note = {Submitted}
}
预印本Preprint
Jintao Li, Weichang Li, Kai Tong, and Xaingyu Guo
"FiLark: a streaming-first software framework for end-to-end exploration, annotation, and algorithm integration in distributed acoustic sensing." arXiv preprint arXiv:2605.20132 (2026).
Li, Jintao, Weichang Li, Kai Tong, and Xaingyu Guo. "FiLark: a streaming-first software framework for end-to-end exploration, annotation, and algorithm integration in distributed acoustic sensing." arXiv preprint arXiv:2605.20132 (2026).
@misc{li2026filark,
title = {FiLark: a streaming-first software framework for end-to-end exploration, annotation, and algorithm integration in distributed acoustic sensing},
author = {Jintao Li and Weichang Li and Kai Tong and Xaingyu Guo},
year = {2026},
eprint = {2605.20132},
archivePrefix = {arXiv},
url = {https://arxiv.org/abs/2605.20132}
}
预印本Preprint
Hanlin Sheng, Xinming Wu, Hang Gao, Haibin Di, Sergey Fomel, Jintao Li, and Xu Si
"On the Workflow, Opportunities and Challenges of Developing Foundation Model in Geophysics." Review paper 2026.
Sheng, Hanlin, Xinming Wu, Hang Gao, Haibin Di, Sergey Fomel, Jintao Li, and Xu Si. "On the Workflow, Opportunities and Challenges of Developing Foundation Model in Geophysics." Review paper 2026.
@misc{sheng2026fm,
title = {On the Workflow, Opportunities and Challenges of Developing Foundation Model in Geophysics},
author = {Hanlin Sheng and Xinming Wu and Hang Gao and Haibin Di and Sergey Fomel and Jintao Li and Xu Si},
year = {2026},
eprint = {2504.17384},
archivePrefix = {arXiv},
url = {https://arxiv.org/abs/2504.17384}
}
02
期刊论文Journal Articles
经过同行评议并正式发表的期刊论文。Peer-reviewed articles published in academic journals.
9
2026
期刊论文Journal Article
Yuting Wang, Jintao Li†, Xiaoming Sun, and Xinming Wu†
"Deep Learning-based Seismic Reflectivity Estimation by Pre-training on Labeled Synthetic Data and Physics-guided Fine-tuning in Field Data." Geophysical Journal International (GJI) (2026): ggag317.
Wang, Yuting, Jintao Li†, Xiaoming Sun, and Xinming Wu†. "Deep Learning-based Seismic Reflectivity Estimation by Pre-training on Labeled Synthetic Data and Physics-guided Fine-tuning in Field Data." Geophysical Journal International (2026): ggag317.
@article{wang2026reflectivity,
title = {Deep Learning-based Seismic Reflectivity Estimation by Pre-training on Labeled Synthetic Data and Physics-guided Fine-tuning in Field Data},
author = {Yuting Wang and Jintao Li and Xiaoming Sun and Xinming Wu},
journal = {Geophysical Journal International},
year = {2026},
pages = {ggag317},
doi = {10.1093/gji/ggag317},
url = {https://doi.org/10.1093/gji/ggag317}
}
期刊论文Journal Article
Hui Gao, Xinming Wu, Jintao Li, Xiaoming Sun, and Jiarun Yang
"Massive-scale unlabeled field and labeled synthetic seismic datasets of global shelf-edge clinothems." Geophysical Journal International (GJI) (2026): ggag295.
Gao, Hui, Xinming Wu, Jintao Li, Xiaoming Sun, and Jiarun Yang. "Massive-scale unlabeled field and labeled synthetic seismic datasets of global shelf-edge clinothems." Geophysical Journal International (2026): ggag295.
@article{gao2026clinothems,
title = {Massive-scale unlabeled field and labeled synthetic seismic datasets of global shelf-edge clinothems},
author = {Hui Gao and Xinming Wu and Jintao Li and Xiaoming Sun and Jiarun Yang},
journal = {Geophysical Journal International},
year = {2026},
pages = {ggag295},
doi = {10.1093/gji/ggag295},
url = {https://doi.org/10.1093/gji/ggag295}
}
期刊论文Journal Article
代表性成果Featured
IF 7.0.IF 7.0.Nature Portfolio.Nature Portfolio.This paper was unanimously recognized by all three reviewers.This paper was unanimously recognized by all three reviewers.
Jintao Li and Xinming Wu
"Memory-Efficient Full-Volume Inference for Large-Scale 3D Dense Prediction without Performance Degradation." Communications Engineering 5, 20 (2026).
Li, Jintao, and Xinming Wu. "Memory-Efficient Full-Volume Inference for Large-Scale 3D Dense Prediction without Performance Degradation." Communications Engineering 5, 20 (2026).
@article{li2026memory,
title = {Memory-Efficient Full-Volume Inference for Large-Scale 3D Dense Prediction without Performance Degradation},
author = {Jintao Li and Xinming Wu},
journal = {Communications Engineering},
year = {2026},
volume = {5},
pages = {20},
doi = {10.1038/s44172-025-00576-2},
url = {https://doi.org/10.1038/s44172-025-00576-2}
}
期刊论文Journal Article
代表性成果Featured
CCF-A, IF 15.3.CCF-A, IF 15.3.
Jintao Li, Xinming Wu, Xianwen Zhang, Xin Du, Xiaoming Sun, Bao Deng, and Guangyu Wang
"High-Fidelity Seismic Super-Resolution Using Prior-Informed Deep Learning With 3D Awareness." IEEE Transactions on Image Processing (IEEE TIP) 35 (2026): 2152-2166.
Li, Jintao, Xinming Wu, Xianwen Zhang, Xin Du, Xiaoming Sun, Bao Deng, and Guangyu Wang. "High-Fidelity Seismic Super-Resolution Using Prior-Informed Deep Learning With 3D Awareness." IEEE Transactions on Image Processing 35 (2026): 2152-2166.
@article{li2026sr_tip,
title = {High-Fidelity Seismic Super-Resolution Using Prior-Informed Deep Learning with 3D Awareness},
author = {Jintao Li and Xinming Wu and Xianwen Zhang and Xin Du and Xiaoming Sun and Bao Deng and Guangyu Wang},
journal = {IEEE Transactions on Image Processing},
year = {2026},
volume = {35},
pages = {2152-2166},
url = {https://ieeexplore.ieee.org/document/11399639}
}
2025
期刊论文Journal Article
代表性成果Featured
Jintao Li, Yunzhi Shi, and Xinming Wu
"CIGVis: An open-source Python tool for the real-time interactive visualization of multidimensional geophysical data." Geophysics 90, no. 1 (2025): F1-F10.
Li, Jintao, Yunzhi Shi, and Xinming Wu. "CIGVis: An open-source Python tool for the real-time interactive visualization of multidimensional geophysical data." Geophysics 90, no. 1 (2025): F1-F10.
@article{li2025cigvis,
title = {CIGVis: An Open-Source Python Tool for Real-Time Interactive Visualization of Multidimensional Geophysical Data},
author = {Jintao Li and Yunzhi Shi and Xinming Wu},
journal = {Geophysics},
year = {2025},
volume = {90},
number = {1},
pages = {F1-F10},
doi = {10.1190/geo2024-0041.1},
url = {https://library.seg.org/doi/abs/10.1190/geo2024-0041.1}
}
Sheng, Hanlin, Xinming Wu, Xu Si, Jintao Li, Sibo Zhang, and Xudong Duan. "Seismic Foundation Model: A Next Generation Deep-Learning Model in Geophysics." Geophysics 90, no. 2 (2025): IM59-IM79.
@article{sheng2025sfm,
title = {Seismic Foundation Model: A Next Generation Deep-Learning Model in Geophysics},
author = {Hanlin Sheng and Xinming Wu and Xu Si and Jintao Li and Sibo Zhang and Xudong Duan},
journal = {Geophysics},
year = {2025},
volume = {90},
number = {2},
pages = {IM59-IM79},
doi = {10.1190/geo2024-0262.1},
url = {https://library.seg.org/doi/abs/10.1190/geo2024-0262.1}
}
2024
期刊论文Journal Article
Long Han, Xinming Wu, Zhanxuan Hu, Jintao Li, and Huijing Fang
@article{han2024mamcl,
title = {MAMCL: Multi-Attributes Masking Contrastive Learning for Explainable Seismic Facies Analysis},
author = {Long Han and Xinming Wu and Zhanxuan Hu and Jintao Li and Huijing Fang},
journal = {Computers \& Geosciences},
year = {2024},
volume = {193},
pages = {105731},
url = {https://www.sciencedirect.com/science/article/abs/pii/S0098300424002140}
}
2023
期刊论文Journal Article
代表性成果Featured
Jintao Li, Xinming Wu, Yueming Ye, Cun Yang, Zhanxuan Hu, Xiaoming Sun, and Tao Zhao
Li, Jintao, Xinming Wu, Yueming Ye, Cun Yang, Zhanxuan Hu, Xiaoming Sun, and Tao Zhao. "Unsupervised Contrastive Learning for Seismic Facies Characterization." Geophysics 88, no. 1 (2023): WA81-WA89.
@article{li2023facies,
title = {Unsupervised Contrastive Learning for Seismic Facies Characterization},
author = {Jintao Li and Xinming Wu and Yueming Ye and Cun Yang and Zhanxuan Hu and Xiaoming Sun and Tao Zhao},
journal = {Geophysics},
year = {2023},
volume = {88},
number = {1},
pages = {WA81-WA89},
doi = {10.1190/geo2022-0148.1},
url = {https://library.seg.org/doi/10.1190/geo2022-0148.1}
}
2022
期刊论文Journal Article
代表性成果Featured
IF 9.4.IF 9.4.ESI Highly Cited Paper.ESI Highly Cited Paper.
Jintao Li, Xinming Wu, and Zhanxuan Hu
"Deep Learning for Simultaneous Seismic Image Super-Resolution and Denoising." IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS) 60 (2022): 1-11.
Li, Jintao, Xinming Wu, and Zhanxuan Hu. "Deep Learning for Simultaneous Seismic Image Super-Resolution and Denoising." IEEE Transactions on Geoscience and Remote Sensing 60 (2022): 1-11.
@article{li2022sr_tgrs,
title = {Deep Learning for Simultaneous Seismic Image Super-Resolution and Denoising},
author = {Jintao Li and Xinming Wu and Zhanxuan Hu},
journal = {IEEE Transactions on Geoscience and Remote Sensing},
year = {2022},
volume = {60},
pages = {1-11},
url = {https://ieeexplore.ieee.org/document/9364884/}
}
03
会议论文Conference Papers
会议论文、摘要与学术报告。Conference papers, abstracts, and presentations.
4
2024
会议论文Conference Paper
EI indexed.EI indexed.
Jintao Li, Yunzhi Shi, and Xinming Wu
"CIGVis: An Open-Source Python Tool for Real-Time Interactive Visualization of Multidimensional Geophysical Data." 85th EAGE Annual Conference & Exhibition (2024).
Li, Jintao, Yunzhi Shi, and Xinming Wu. "CIGVis: An Open-Source Python Tool for Real-Time Interactive Visualization of Multidimensional Geophysical Data." 85th EAGE Annual Conference & Exhibition (2024).
@inproceedings{li2024cigvis_eage,
title = {CIGVis: An Open-Source Python Tool for Real-Time Interactive Visualization of Multidimensional Geophysical Data},
author = {Jintao Li and Yunzhi Shi and Xinming Wu},
booktitle = {85th EAGE Annual Conference \& Exhibition},
year = {2024},
doi = {10.3997/2214-4609.2024101065},
url = {https://www.earthdoc.org/content/papers/10.3997/2214-4609.2024101065}
}
"Seismic Foundation Model (SFM): All-Purpose Feature Extraction from Seismic Data for Diverse Geophysical Applications." 85th EAGE Annual Conference & Exhibition (2024).
Sheng, Hanlin, Xinming Wu, Xu Si, Jintao Li, Sibo Zhang, and Xudong Duan. "Seismic Foundation Model (SFM): All-Purpose Feature Extraction from Seismic Data for Diverse Geophysical Applications." 85th EAGE Annual Conference & Exhibition (2024).
@inproceedings{sheng2024sfm_eage,
title = {Seismic Foundation Model (SFM): All-Purpose Feature Extraction from Seismic Data for Diverse Geophysical Applications},
author = {Hanlin Sheng and Xinming Wu and Xu Si and Jintao Li and Sibo Zhang and Xudong Duan},
booktitle = {85th EAGE Annual Conference \& Exhibition},
year = {2024},
doi = {10.3997/2214-4609.202410133},
url = {https://www.earthdoc.org/content/papers/10.3997/2214-4609.202410133}
}
会议论文Conference Paper
Xu Si, Xinming Wu, Jintao Li, Xin Cui, Hanlin Sheng, Hang Gao, Zefeng Li, and Zhigang Peng
"Tuning into Earth's Voice: Leveraging Large Language Models for Earthquake Detection." AGU Fall Meeting Abstracts (2024).
Si, Xu, Xinming Wu, Jintao Li, Xin Cui, Hanlin Sheng, Hang Gao, Zefeng Li, and Zhigang Peng. "Tuning into Earth's Voice: Leveraging Large Language Models for Earthquake Detection." AGU Fall Meeting Abstracts (2024).
@inproceedings{si2024agu,
title = {Tuning into Earth's Voice: Leveraging Large Language Models for Earthquake Detection},
author = {Xu Si and Xinming Wu and Jintao Li and Xin Cui and Hanlin Sheng and Hang Gao and Zefeng Li and Zhigang Peng},
booktitle = {AGU Fall Meeting Abstracts},
year = {2024},
url = {https://ui.adsabs.harvard.edu/abs/2024AGUFMS11B.3384S/abstract}
}
2020
会议论文Conference Paper
EI indexed.EI indexed.
Jintao Li, Xinming Wu, and Zhanxuan Hu
"Deep Learning for Simultaneous Seismic Super-Resolution and Denoising." SEG International Exposition and Annual Meeting (2020).
Li, Jintao, Xinming Wu, and Zhanxuan Hu. "Deep Learning for Simultaneous Seismic Super-Resolution and Denoising." SEG International Exposition and Annual Meeting (2020).
@inproceedings{li2020seg_sr,
title = {Deep Learning for Simultaneous Seismic Super-Resolution and Denoising},
author = {Jintao Li and Xinming Wu and Zhanxuan Hu},
booktitle = {SEG International Exposition and Annual Meeting},
year = {2020},
doi = {10.1190/segam2020-3426412.1},
url = {https://library.seg.org/doi/10.1190/segam2020-3426412.1}
}