📝 Biography

I am currently a third-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 explores the intersection of computer vision and machine learning, with a specific focus on Vision Foundation Models, Parameter-efficient Fine-tuning, and Continual Learning.

🔥 News

• 2026.01:  🎉 One paper is accepted by ICLR 2026.
• 2025.11:  🎉 TransXNet is selected as ESI Highly Cited Paper.
• 2025.10:  🎉 One paper is accepted by ISPRS Journal of Photogrammetry and Remote Sensing.
• 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]

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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:

  ICML 2026
  ECCV 2026
  CVPR 2026
  ICLR 2026
  AAAI 2026
  ICCV 2025
  NeurIPS 2025/2024
  MICCAI 2024-2026
  BMCV 2025
  ECAI 2025
  ···

• Journal Reviewer:

  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
  IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
  IEEE Transactions on Medical Imaging (TMI)
  IEEE Journal of Biomedical and Health Informatics (JBHI)
  Transactions on Machine Learning Research (TMLR)
  Pattern Recognition
  ···

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