Xiaowen Ma

I receive the B.S. and master degrees in remote sensing image processing and machine learning from Zhejiang University, Hangzhou, China, in 2021 and 2024, respectively. I am now an AI Researcher with Huawei’s Noah’s Ark Lab, Shanghai, China.

I have published serveral research papers and serve as a reviewer including NeurIPS, ICML, ICLR, ICCV, ECCV, CVPR, TGRS, ISPRS, PR, KBS, etc. My research interests include remote sensing, time series analysis, computer vision, and multimodality.

Recently, I am recruiting research interns in Huawei Noah’s Ark Lab to explore AI technology including VLM, Large Model Reasoning Acceleration, etc. Feel free to contact me if you are interested!

news

Jun 26, 2025	TinyViM is accepted by ICCV’25.
May 02, 2025	TimePro is accepted by ICML’25.
Feb 11, 2025	LOGCAN++ is accepted by TGRS’25.
Jan 24, 2025	SCSM is accepted by ISPRS 2025.
Sep 26, 2024	SSA-Seg is accepted by NeurIPS’24.

selected publications

TGRS’25

LOGCAN++: Adaptive Local-Global Class-Aware Network For Semantic Segmentation of Remote Sensing Images

Xiaowen Ma, Rongrong Lian, Zhenkai Wu, and 7 more authors

IEEE Transactions on Geoscience and Remote Sensing, 2025

DOI Bib Code

@article{logcan++,
  author = {Ma, Xiaowen and Lian, Rongrong and Wu, Zhenkai and Guo, Hongbo and Yang, Fan and Ma, Mengting and Wu, Sensen and Du, Zhenhong and Zhang, Wei and Song, Siyang},
  journal = {IEEE Transactions on Geoscience and Remote Sensing},
  title = {LOGCAN++: Adaptive Local-Global Class-Aware Network For Semantic Segmentation of Remote Sensing Images},
  year = {2025},
  volume = {},
  number = {},
  pages = {1-1},
  doi = {10.1109/TGRS.2025.3541871}
}

ISPRS. J’25

A novel scene coupling semantic mask network for remote sensing image segmentation

Xiaowen Ma, Rongrong Lian, Zhenkai Wu, and 8 more authors

ISPRS Journal of Photogrammetry and Remote Sensing, 2025

DOI Bib Code

@article{scsm,
  title = {A novel scene coupling semantic mask network for remote sensing image segmentation},
  journal = {ISPRS Journal of Photogrammetry and Remote Sensing},
  volume = {221},
  pages = {44-63},
  year = {2025},
  issn = {0924-2716},
  doi = {https://doi.org/10.1016/j.isprsjprs.2025.01.025},
  url = {https://www.sciencedirect.com/science/article/pii/S0924271625000255},
  author = {Ma, Xiaowen and Lian, Rongrong and Wu, Zhenkai and Guan, Renxiang and Hong, Tingfeng and Zhao, Mengjiao and Ma, Mengting and Nie, Jiangtao and Du, Zhenhong and Song, Siyang and Zhang, Wei}
}

Arxiv’24

TinyViM: Frequency Decoupling for Tiny Hybrid Vision Mamba

Xiaowen Ma, Zhenliang Ni, and Xinghao Chen

2024

Bib Code

@misc{tinyvim,
  title = {TinyViM: Frequency Decoupling for Tiny Hybrid Vision Mamba},
  author = {Ma, Xiaowen and Ni, Zhenliang and Chen, Xinghao},
  year = {2024},
  eprint = {2411.17473},
  archiveprefix = {arXiv},
  primaryclass = {cs.CV},
  url = {https://arxiv.org/abs/2411.17473}
}

NeurIPS’24

SSA-Seg: Semantic and Spatial Adaptive Pixel-level Classifier for Semantic Segmentation

Xiaowen Ma, Zhen-Liang Ni, and Xinghao Chen

In The Thirty-eighth Annual Conference on Neural Information Processing Systems, 2024

Bib Code

@inproceedings{ssaseg,
  title = {{SSA}-Seg: Semantic and Spatial Adaptive Pixel-level Classifier for Semantic Segmentation},
  author = {Ma, Xiaowen and Ni, Zhen-Liang and Chen, Xinghao},
  booktitle = {The Thirty-eighth Annual Conference on Neural Information Processing Systems},
  year = {2024},
  url = {https://openreview.net/forum?id=RZZo23pQFL}
}

ICML’25

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state

Xiaowen Ma, Zhenliang Ni, Shuai Xiao, and 1 more author

2025

Bib Code

@misc{timepro,
  title = {TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state},
  author = {Ma, Xiaowen and Ni, Zhenliang and Xiao, Shuai and Chen, Xinghao},
  year = {2025},
  eprint = {2505.20774},
  archiveprefix = {arXiv},
  primaryclass = {cs.LG},
  url = {https://arxiv.org/abs/2505.20774}
}