publications

2026

1. TGRS’26

   Center-guided Classifier for Semantic Segmentation of Remote Sensing Images

   Wei Zhang, Mengting Ma, Yizhen Jiang, and 4 more authors

   2026

   Bib Code

   @misc{centerseg,
     title = {Center-guided Classifier for Semantic Segmentation of Remote Sensing Images},
     author = {Zhang, Wei and Ma, Mengting and Jiang, Yizhen and Lian, Rongrong and Wu, Zhenkai and Cui, Kangning and Ma, Xiaowen},
     year = {2026},
     eprint = {2503.16963},
     archiveprefix = {arXiv},
     primaryclass = {cs.CV},
     url = {https://arxiv.org/abs/2503.16963}
   }

2. CVPR’26

   VLM-Pruner: Buffering for Spatial Sparsity in an Efficient VLM Centrifugal Token Pruning Paradigm

   Zhenkai Wu, Xiaowen Ma, Zhenliang Ni, and 4 more authors

   2026

   Bib

   @misc{vlmpruner,
     title = {VLM-Pruner: Buffering for Spatial Sparsity in an Efficient VLM Centrifugal Token Pruning Paradigm},
     author = {Wu, Zhenkai and Ma, Xiaowen and Ni, Zhenliang and Zhang, Dengming and Shu, Han and Jiang, Xin and Chen, Xinghao},
     year = {2026},
     eprint = {2512.02700},
     archiveprefix = {arXiv},
     primaryclass = {cs.CV},
     url = {https://arxiv.org/abs/2512.02700}
   }

3. ICLR’26

   Expert Merging: Model Merging with Unsupervised Expert Alignment and Importance-Guided Layer Chunking

   Dengming Zhang, Xiaowen Ma, Zhenliang Ni, and 4 more authors

   2026

   Bib

   @misc{expertmerging,
     title = {Expert Merging: Model Merging with Unsupervised Expert Alignment and Importance-Guided Layer Chunking},
     author = {Zhang, Dengming and Ma, Xiaowen and Ni, Zhenliang and Wu, Zhenkai and Shu, Han and Jiang, Xin and Chen, Xinghao},
     year = {2026},
     eprint = {2509.25712},
     archiveprefix = {arXiv},
     primaryclass = {cs.LG},
     url = {https://arxiv.org/abs/2509.25712}
   }

2025

1. 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}
   }

2. 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}
   }

3. JSTARS’25

   STeInFormer: Spatial–Temporal Interaction Transformer Architecture for Remote Sensing Change Detection

   Xiaowen Ma, Zhenkai Wu, Mengting Ma, and 4 more authors

   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2025

   DOI Bib Code

   @article{steinformer,
     author = {Ma, Xiaowen and Wu, Zhenkai and Ma, Mengting and Zhao, Mengjiao and Yang, Fan and Du, Zhenhong and Zhang, Wei},
     journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
     title = {STeInFormer: Spatial–Temporal Interaction Transformer Architecture for Remote Sensing Change Detection},
     year = {2025},
     volume = {18},
     number = {},
     pages = {3735-3745},
     doi = {10.1109/JSTARS.2024.3522329}
   }

4. ICCV’25

   

   TinyViM: Frequency Decoupling for Tiny Hybrid Vision Mamba

   Xiaowen Ma, Zhenliang Ni, and Xinghao Chen

   In Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), Oct 2025

   Bib Code

   @inproceedings{tinyvim,
     author = {Ma, Xiaowen and Ni, Zhenliang and Chen, Xinghao},
     title = {TinyViM: Frequency Decoupling for Tiny Hybrid Vision Mamba},
     booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
     month = oct,
     year = {2025},
     pages = {23519-23529}
   }

5. 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

   Oct 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}
   }

2024

1. GRSL’24

   DOCNet: Dual-Domain Optimized Class-Aware Network for Remote Sensing Image Segmentation

   Xiaowen Ma, Rui Che, Xinyu Wang, and 4 more authors

   IEEE Geoscience and Remote Sensing Letters, Oct 2024

   Bib Code

   @article{docnet,
     title = {DOCNet: Dual-Domain Optimized Class-Aware Network for Remote Sensing Image Segmentation},
     author = {Ma, Xiaowen and Che, Rui and Wang, Xinyu and Ma, Mengting and Wu, Sensen and Feng, Tian and Zhang, Wei},
     journal = {IEEE Geoscience and Remote Sensing Letters},
     year = {2024},
     publisher = {IEEE}
   }

2. ICME’24

   DDLNet: Boosting Remote Sensing Change Detection with Dual-Domain Learning

   Xiaowen Ma, Jiawei Yang, Rui Che, and 2 more authors

   In 2024 IEEE International Conference on Multimedia and Expo (ICME), Oct 2024

   DOI Bib Code

   @inproceedings{ddlnet,
     author = {Ma, Xiaowen and Yang, Jiawei and Che, Rui and Zhang, Huanting and Zhang, Wei},
     booktitle = {2024 IEEE International Conference on Multimedia and Expo (ICME)},
     title = {DDLNet: Boosting Remote Sensing Change Detection with Dual-Domain Learning},
     year = {2024},
     volume = {},
     number = {},
     pages = {1-6},
     doi = {10.1109/ICME57554.2024.10688140}
   }

3. Arxiv’24

   Rethinking Remote Sensing Change Detection With A Mask View

   Xiaowen Ma, Zhenkai Wu, Rongrong Lian, and 2 more authors

   arXiv preprint arXiv:2406.15320, Oct 2024

   Bib Code

   @article{cdmask,
     title = {Rethinking Remote Sensing Change Detection With A Mask View},
     author = {Ma, Xiaowen and Wu, Zhenkai and Lian, Rongrong and Zhang, Wei and Song, Siyang},
     journal = {arXiv preprint arXiv:2406.15320},
     year = {2024}
   }

4. 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, Oct 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}
   }

2023

1. ICASSP’23

   Log-can: local-global class-aware network for semantic segmentation of remote sensing images

   Xiaowen Ma, Mengting Ma, Chenlu Hu, and 4 more authors

   In ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Oct 2023

   Bib Code

   @inproceedings{logcan,
     title = {Log-can: local-global class-aware network for semantic segmentation of remote sensing images},
     author = {Ma, Xiaowen and Ma, Mengting and Hu, Chenlu and Song, Zhiyuan and Zhao, Ziyan and Feng, Tian and Zhang, Wei},
     booktitle = {ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     pages = {1--5},
     year = {2023},
     organization = {IEEE}
   }

2. ICME’23

   Sacanet: scene-aware class attention network for semantic segmentation of remote sensing images

   Xiaowen Ma, Rui Che, Tingfeng Hong, and 4 more authors

   In 2023 IEEE International Conference on Multimedia and Expo (ICME), Oct 2023

   Bib Code

   @inproceedings{sacanet,
     title = {Sacanet: scene-aware class attention network for semantic segmentation of remote sensing images},
     author = {Ma, Xiaowen and Che, Rui and Hong, Tingfeng and Ma, Mengting and Zhao, Ziyan and Feng, Tian and Zhang, Wei},
     booktitle = {2023 IEEE International Conference on Multimedia and Expo (ICME)},
     pages = {828--833},
     year = {2023},
     organization = {IEEE}
   }

3. ICME’23

   STNet: Spatial and Temporal feature fusion network for change detection in remote sensing images

   Xiaowen Ma, Jiawei Yang, Tingfeng Hong, and 4 more authors

   In 2023 IEEE International Conference on Multimedia and Expo (ICME), Oct 2023

   Bib Code

   @inproceedings{stnet,
     title = {STNet: Spatial and Temporal feature fusion network for change detection in remote sensing images},
     author = {Ma, Xiaowen and Yang, Jiawei and Hong, Tingfeng and Ma, Mengting and Zhao, Ziyan and Feng, Tian and Zhang, Wei},
     booktitle = {2023 IEEE International Conference on Multimedia and Expo (ICME)},
     pages = {2195--2200},
     year = {2023},
     organization = {IEEE}
   }