I am currently an Assistant Professor with the School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China. I received my Ph.D. degree in 2022 from the School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China, under the supervision of Prof. Heng-Chao Li.
My current interests include intelligent interpretation and applications of remote sensing images, computer vision and pattern recognition, deep learning and lightweighting design.
📢 My team “Remote Sensing Intelligence and Computing” led by Professor Heng-Chao Li admits 7~10 master’s students and 1~2 PhD students each year. In addition, we offer research training opportunities for undergraduate students who are interested in gaining hands-on research experience. Self-motivated students are welcome to join my team. Please feel free to contact me.
📧 E-mail: wshuswjtu@163.com; wshu@swjtu.edu.cn 🎓 Google Scholar: citations 690+ 🏫学校主页
🔔 News
- 2026.03: One paper is accepted by IEEE Transactions on Geoscience and Remote Sensing.
📄 Publications
2026
- Wen-Shuai Hu, Wei Li, Heng-Chao Li*, Xudong Zhao, Mengmeng Zhang, and Ran Tao, "Unsupervised Domain Adaptation with Extended Multimodal LSTM for End-to-end Classification of Multisource Remote Sensing Data", IEEE Transactions on Geoscience and Remote Sensing, to be published, 2026. [Website] [Code]
2025
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Wen-Shuai Hu, Wei Li*, Heng-Chao Li, Feng-Hua Huang, and Ran Tao, "Global Clue-Guided Cross-Memory Quaternion Transformer Network for Multisource Remote Sensing Data Classification", IEEE Transactions on Neural Networks and Learning Systems, vol. 36, no. 4, pp. 7357-7371, April 2025, doi: 10.1109/TNNLS.2024.3406735. [Website] [Code]
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Wen-Shuai Hu, Wei Li, Heng-Chao Li, Xudong Zhao, Mengmeng Zhang*, and Ran Tao, "Unsupervised Domain Adaptation With Hierarchical Masked Dual-Adversarial Network for End-to-End Classification of Multisource Remote Sensing Data", IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1-17, 2025, Art no. 4409917, doi: 10.1109/TGRS.2025.3566305. [Website] [Code]
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Wen-Shuai Hu, Wei Li, Heng-Chao Li, Feng-Hua Huang*, and Ran Tao, "Language Dynamic-Guided Spatial-Spectral Network for Cross-Domain Few-Shot Hyperspectral Image Classification", Chinese Journal of Electronics, vol. 34, no. 6, pp. 1845-1860, November 2025, doi: 10.23919/cje.2024.00.310. [Website]
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Haipeng Liu, Zhen Ye*, Wen-Shuai Hu*, Zhan Cao, and Wei Li, "Spatial–Spectral Hierarchical Multiscale Transformer-Based Masked Autoencoder for Hyperspectral Image Classification", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 18, pp. 12150-12165, 2025, doi: 10.1109/JSTARS.2025.3565652. [Website]
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Xudong Zhao, Qi Ming*, Yixiao Yang*, Wen-Shuai Hu, Wei Li, and Ran Tao, "Chirplet Fourier Analysis Network for Cross-Scene Classification of Multisource Remote Sensing Data", IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1-14, 2025, Art no. 5534114, doi: 10.1109/TGRS.2025.3638009. [Website]
2024
- 胡文帅, 李伟, 李恒超, 张蒙蒙, 陶然. 基于张量空谱卷积长短时记忆网络的遥感图像分类模型[J]. 指挥与控制学报, 2024, 10(4): 458-468. [Website]
2022
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Heng-Chao Li, Wen-Shuai Hu*, Wei Li, Jun Li, Qian Du, and Antonio Plaza, "A3CLNN: Spatial, Spectral and Multiscale Attention ConvLSTM Neural Network for Multisource Remote Sensing Data Classification", IEEE Transactions on Neural Networks and Learning Systems, vol. 33, no. 2, pp. 747-761, February 2022, doi: 10.1109/TNNLS.2020.3028945. [Website] [Code] (ESI Highly Cited Paper)
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Wen-Shuai Hu, Heng-Chao Li*, Rui Wang, Feng Gao, Qian Du, and Antonio Plaza, "Pseudo Complex-Valued Deformable ConvLSTM Neural Network With Mutual Attention Learning for Hyperspectral Image Classification", IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-17, 2022, Art no. 5533017, doi: 10.1109/TGRS.2022.3188791. [Website] [Code]
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Heng-Chao Li, Shuang-Shuang Li, Wen-Shuai Hu*, Jun-Huan Feng, Wei-Wei Sun, and Qian Du, "Recurrent Feedback Convolutional Neural Network for Hyperspectral Image Classification", IEEE Geoscience and Remote Sensing Letters, vol. 19, pp. 1-5, 2022, Art no. 5504405, doi: 10.1109/LGRS.2021.3064349. [Website]
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Jing-Yu Yang, Heng-Chao Li*, Wen-Shuai Hu, Lei Pan, and Qian Du, "Adaptive Cross-Attention-Driven Spatial-Spectral Graph Convolutional Network for Hyperspectral Image Classification", IEEE Geoscience and Remote Sensing Letters, vol. 19, pp. 1-5, 2022, Art no. 6004705, doi: 10.1109/LGRS.2021.3131615. [Website]
2021
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Wen-Shuai Hu, Heng-Chao Li*, Yang-Jun Deng, Xian Sun, Qian Du, and Antonio Plaza, "Lightweight Tensor Attention-Driven ConvLSTM Neural Network for Hyperspectral Image Classification", IEEE Journal of Selected Topics in Signal Processing, vol. 15, no. 3, pp. 734-745, April 2021, doi: 10.1109/JSTSP.2021.3063805. [Website] [Code]
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Yun-Cheng Li, Heng-Chao Li*, Wen-Shuai Hu*, and Hui-Ling Yu, "DSPCANet: Dual-Channel Scale-Aware Segmentation Network With Position and Channel Attentions for High-Resolution Aerial Images", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 14, pp. 8552-8565, 2021, doi: 10.1109/JSTARS.2021.3102137. [Website]
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李泽琛, 李恒超, 胡文帅, 杨金玉, 华泽玺*. 多尺度注意力学习的Faster R-CNN口罩人脸检测模型[J]. 西南交通大学学报, 2021, 56(5): 1002-1010. [Website]
2020
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Wen-Shuai Hu, Heng-Chao Li*, Lei Pan, Wei Li, Ran Tao, and Qian Du, "Spatial-Spectral Feature Extraction via Deep ConvLSTM Neural Networks for Hyperspectral Image Classification", IEEE Transactions on Geoscience and Remote Sensing, vol. 58, no. 6, pp. 4237-4250, June 2020, doi: 10.1109/TGRS.2019.2961947. [Website] [Code] (ESI Highly Cited Paper)
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Wen-Shuai Hu, Heng-Chao Li*, Tian-Yu Ma, Qian Du, Antonio Plaza, and William J. Emery, "Hyperspectral Image Classification Based on Tensor-Train Convolutional Long Short-Term Memory", _in Proc. IEEE International Geoscience and Remote Sensing Symposium, Waikoloa, HI, USA, 2020, pp. 858-861, doi: 10.1109/IGARSS39084.2020.9324095. [Website] [Slide] [Code]
📖 Educations
- 2017.09-2022.06: Southwest Jiaotong University (SWJTU); Ph. D. student in Information and Communication Engineering
Supervisor: Prof. Heng-Chao Li (李恒超教授) - 2016.09-2017.06: Southwest Jiaotong University (SWJTU); Master student in Information and Communication Engineering
Supervisor: Prof. Jun-Huan Feng (冯军焕教授) - 2012.09-2016.06: Shanxi Agricultural University (SXAU); Bachelor student in Electronic Information Science and Technology
💾 Fundings
- 国家自然科学基金委员会青年科学基金项目 (C类), 62501052，2026.01-2028.12, 在研，主持
- 全国博士后管委会办公室和中国博士后科学基金会国家资助博士后研究人员计划，GZC20242184，2024.07-2026.06, 在研，主持
- 中国博士后科学基金会面上项目，2024M754088，2024.07-2026.06, 在研，主持
- 福建省空间信息感知与智能处理重点实验室 (阳光学院) 开放基金，FKLSIPIP101，2024.01-2025.06，结题，主持
🏆 Awards and Honors
- 2025年度教育部（科学研究优秀成果奖）自然科学奖二等奖 (4/7), 中华人民共和国教育部，2025.12.19
- 2022年度中国电子学会优秀博士学位论文奖 (1/1)，中国电子学会, 2023.03.08（为西南交通大学首次入选的博士学位论文） [news]
🌐 Academic Activities
🎤 Reports
- 2020.07: "Hyperspectral Image Classification Based on Tensor-Train Convolutional Long Short-Term Memory", IGARSS 2020, Online (Oral) [Slide]
⌨ Editor and Reviewer
- Remote Sensing (Machine Learning for Intelligent Processing and Applications of Multi-Source Remote Sensing Data), Guest Editor[Website]
- IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), Reviewer
- IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), Reviewer
- IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), Reviewer
- Pattern Recognition (PR), Reviewer
- IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE JSTARS), Reviewer
- Remote Sensing (RS), Reviewer
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⌨ International Conference Services
- Local Committee and Secssion Chair of the 7th International Conference on Image and Graphis Processing (ICIGP2024)，January 19-21, 2024 [Website]
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