π About me
I obtained my Ph.D. degree from the School of Automation at Northwestern Polytechnical University (NWPU), under the supervision of Prof. Zhunga Liu. My research interests focus on open-environment deep learning and its applications in remote sensing, including open set recognition, incremental learning, and adversarial learning. Starting in 2025, I join Hong Kong Baptist University (HKBU) as a postdoctoral researcher, supervised by Prof. Michael Kwok-Po Ng.
π₯ News
- 2025.08: Β π One paper is accepted to IEEE T-CSVT.
- 2025.07: Β π Two papers are accepted to ICCV and ACM MM 2025 workshops.
- 2025.03: Β π One paper is accepted to IEEE T-PAMI.
- 2025.02: Β βοΈ Onboarding at HKBU.
- 2024.12: Β π¨βπ I obatain my Ph.D. degree from NWPU.
- 2024.11: Β π National Scholarship for PhD Students.
- 2024.08: Β π One paper is accepted to IEEE T-GRS.
- 2024.02: Β π One paper is accepted to IEEE T-AES.
- 2023.12: Β π One paper is accepted to SCIS.
- 2023.08: Β π One paper is accepted to IEEE T-GRS.
- 2023.03: Β π One paper is accepted to CVPR-W 2023.
- 2022.12: Β π One paper is accepted to IEEE T-PAMI.
- 2022.06: Β π One paper is accepted to PRCV 2022. (oral)
π Publications
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Reason and Discovery: A New Paradigm for Open Set Recognition
Yimin Fu, Zhunga Liu, Jialin Lyu.
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025. -
Orientational Distribution Learning with Hierarchical Spatial Attention for Open Set Recognition
Zhunga Liu, Yimin Fu, Quan Pan, Zuowei Zhang. (co-authored with supervisor)
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022. -
Adaptive Mixture-of-Experts Distillation for Cross-Satellite Generalizable Incremental Remote Sensing Scene Classification
Yimin Fu, Runqing Yang, Zhunga Liu, Michael K. Ng.
IEEE Transactions on Circuits and Systems for Video Technology, 2025. -
Transferable Adversarial Attacks for Remote Sensing Object Recognition via Spatial-Frequency Co-Transformation
Yimin Fu, Zhunga Liu, Jialin Lyu.
IEEE Transactions on Geoscience and Remote Sensing, 2024. -
Logit Prototype Learning with Active Multimodal Representation for Robust Open-Set Recognition
Yimin Fu, Zhunga Liu, Zicheng Wang.
Science China Information Sciences, 2024. -
Class-Incremental Recognition of Objects in Remote Sensing Images with Dynamic Hybrid Exemplar Selection
Yimin Fu, Zhunga Liu, Changyuan Wu, Feiyan Wu, Meiqin Liu.
IEEE Transactions on Aerospace and Electronic Systems, 2024. -
Progressive Learning Vision Transformer for Open Set Recognition of Fine-Grained Objects in Remote Sensing Images
Yimin Fu, Zhunga Liu, Zuowei Zhang.
IEEE Transactions on Geoscience and Remote Sensing, 2023.
π Honors and Awards
- 2024: National Scholarship for PhD Students, NPU, Xiβan, China.
- 2023: Innovation Foundation for Doctor Dissertation, NPU, Xiβan, China.
- 2023: Cultivation Foundation for Excellent Doctoral Dissertation, NPU, Xiβan, China.
- 2023: Outstanding Graduate Student, NPU, Xiβan, China.
- 2023: The First Prize Scholarship, NPU, Xiβan, China.
- 2022: The First Place in China University Basketball Association of Shaanxi Province, Xiβan, China.
- 2021 & 2022: The Second Prize Scholarship for Two Times, NPU, Xiβan, China.
π Educations
- 2021.03 - 2024.12, PhD, Northwestern Polytechnical University, School of Automation.
- 2018.09 - 2020.12, Master, National Institute of Applied Science, Department of Electrical and Computer Engineering.
- 2015.09 - 2019.06, Undergraduate, Northwestern Polytechnical University, School of Automation.
π» Internships
- 2020.02 - 2020.7, Tsinghua University, School of Vehicle and Mobility.
- 2019.06 - 2019.9, China University of Petroleum (East China), College of Control Science and Engineering.