📝 Biography

I am currently a second-year Ph.D. student at Department of Computer Science, The University of Hong Kong, where I have the privilege of being supervised by Prof. Yizhou Yu (ACM/IEEE Fellow). My research focuses on the intersection of computer vision and machine learning, particularly in developing vision foundation models.

🔥 News

• 2025.10:  🎉 One paper is accepted by ISPRS Journal of Photogrammetry and Remote Sensing.
• 2025.10:  🎉 One paper is accepted by Neurocomputing.
• 2025.04:  🏆 OverLoCK is selected as an Oral Paper at CVPR 2025 (Top 3.3% of the accepted papers).
• 2025.03:  🎉 One paper is accepted by IEEE TNNLS.
• 2025.02:  🎉 Two papers are accepted by CVPR 2025.
• 2025.01:  🎉 One paper is accepted by Neural Networks.
• 2024.12:  🎉 One paper is accepted by IEEE JBHI.
• 2024.12:  🎉 One paper is accepted by AAAI 2025.
• 2024.09:  🎉 I’m recognized as one of the NeurIPS 2024 Top Reviewers.
• 2024.01:  👨‍🎓 I commenced my PhD studies at HKU.

📚 Publications

📄 OverLoCK: An Overview-first-Look-Closely-next ConvNet with Context-Mixing Dynamic Kernels
Meng Lou, Yizhou Yu
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025

[Paper] [Code]

📄 SegMAN: Omni-scale Context Modeling with State Space Models and Local Attention for Semantic Segmentation
Yunxiang Fu, Meng Lou, Yizhou Yu
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025
[Paper] [Code]

📄 SparX: A Sparse Cross-Layer Connection Mechanism for Hierarchical Vision Mamba and Transformer Networks
Meng Lou, Yunxiang Fu, Yizhou Yu
AAAI Conference on Artificial Intelligence (AAAI), 2025
[Paper] [Code]

📄 TransXNet: Learning Both Global and Local Dynamics with a Dual Dynamic Token Mixer for Visual Recognition
Meng Lou, Shu Zhang, Hong-Yu Zhou, Sibei Yang, Chuan Wu, Yizhou Yu
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2025
[Paper] [Code]

📄 Advancing Image Super-resolution Techniques in Remote Sensing: A Comprehensive Survey
Yunliang Qi, Meng Lou, Yimin Liu, Lu Li, Zhen Yang, Wen Nie
ISPRS Journal of Photogrammetry and Remote Sensing, 2025
[Paper]

📄 SDR-Former: A Siamese Dual-Resolution Transformer for Liver Lesion Classification Using 3D Multi-Phase Imaging
Meng Lou, Hanning Ying, Xiaoqing Liu, Hong-Yu Zhou, Yuqin Zhang, Yizhou Yu
Neural Networks, 2025
[Paper] [Data]

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⚙️ Work Experiences

• 2022.07 - 2023.12 Researcher, AI Lab, Deepwise Healthcare.
• 2021.07 - 2021.10 RD Intern, Intelligent Creation, ByteDance.

🔍 Academic Services

• Conference Reviewer:

  ICLR 2026
  AAAI 2025
  ICCV 2025
  NeurIPS 2025/2024
  BMCV 2025
  ECAI 2025
  MICCAI 2025/2024
  · · ·

• Journal Reviewer:

  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
  IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
  Transactions on Machine Learning Research (TMLR)
  IEEE Journal of Biomedical and Health Informatics (JBHI)
  Pattern Recognition
  Medical Physics
  Knowledge-Based Systems
  Expert Systems With Applications
  · · ·

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