About Yimin Dou(窦一民)


2024-present
Postdoctoral Fellow
GitHub: douyimin
Email: douyimin@ustc.edu.cn
Ph.D.: Computer Technology and Resource Information Engineering, UPC (East China), 2020-2024.
Master: Computer Technology, Jinan University, 2017-2020.
Undergraduate: Environmental Engineering, Jinan University, 2013-2017.
Research: Multimodal foundation model, structural modeling, seismic interpretation, seismic data processing.
Bio: 窦一民,2024年6月获得计算机技术与资源信息工程博士学位,并于7月以博后研究员身份加入地空学院伍新明教授课题组,主要致力于人工智能与地球物理的交叉应用研究,包括智能化地质解释、建模、反演和地震数据处理等,其中多项成果应用于商业软件被广泛使用。

Projects

4. 国家青年科学基金项目(C类)[原青年科学基金项目],主持,2026.01-2028.12
3. 国家博士后创新人才支持计划(博新计划A档),主持,2025.09-2027.08
2. 国家重点研发计划,主持“地震预警多模态交互引擎构建”专题,42万元,2024.12-2027.11
1. 安徽省自然科学基金青年项目,项目负责人,8万元,2024.09-2026.08

Publication

9. Y. Dou., X. Wu*, N. Bangs, H. Sethi, J. Li, H. Gao, and Z. Guo 2025, Geological Everything Model 3D: A Promptable Foundation Model for Unified and Zero-Shot Subsurface Understanding, submitted. [Project Page].

8. Y. Dou., K. Li*. 2024. 3D seismic Fault Detection via Contrastive-Reconstruction Representation Learning, Expert Systems with Applications, 2024, Volume 249, Part B, doi: doi.org/10.1016/j.eswa.2024.123617.

7. Y. Dou, K. Li* and W. Lv, et al. 2024. ContrasInver: Ultra-Sparse Label Semi-supervised Regression for Multi-dimensional Seismic Inversion. IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-13, 2024, Art no. 5917613, doi: 10.1109/TGRS.2024.3410022

6. Y. Dou, K. Li*. 2024. 3D seismic mask auto encoder: Seismic inversion using transformer-based reconstruction representation learning. Computers and Geotechnics, 169: 106194. doi: doi.org/10.1016/j.compgeo.2024.106194.

5. Y. Dou, K. Li*, Dong M, et al. 2024. FaultSSL: Seismic fault detection via semisupervised learning[J]. Geophysics, 2024, 89(3): M79-M91.

4. Y. Dou, K. Li*, H. Duan, et al. 2023. MDA GAN: Adversarial-Learning-Based 3-D Seismic Data Interpolation and Reconstruction for Complex Missing. IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-14, 2023, Art no. 5905014, doi: 10.1109/TGRS.2023.3249476

3. Li K, Dou Y*, Xiao Y, et al. 2023. TransInver: 3D data-driven seismic inversion based on self-attention[J]. Geophysics, 2024, 89(1): WA127-WA141.

2. Y. Dou, K. Li*, J. Zhu, et al.2022. MD Loss: Efficient Training of 3-D Seismic Fault Segmentation Network Under Sparse Labels by Weakening Anomaly Annotation. IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-14, 2022, Art no. 5919014, doi: 10.1109/TGRS.2022.3196810.

1. Y. Dou, K. Li*, J. Zhu, X. Li and Y. Xi. 2021. Attention-Based 3-D Seismic Fault Segmentation Training by a Few 2-D Slice Labels. IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-15, 2022, Art no. 5906715, doi: 10.1109/TGRS.2021.3113676