Publications (*Corresponding author) (#Equal Contribution):
2024:
- Latent Semantic Consensus For Deterministic Geometric Model Fitting
Guobao Xiao, Jun Yu，Jiayi Ma，Deng-Ping Fan and Ling Shao
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024, 1-14 [PDF] [CODES]
- Graph Context Transformation Learning for Progressive Correspondence Pruning
Junwen Guo, Guobao Xiao*, Shiping Wang and Jun Yu
Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI), 2024, 1968-1975 [PDF] [CODES]
- BCLNet: Bilateral Consensus Learning for Two-View Correspondence Pruning
Xiangyang Miao, Guobao Xiao*, Shiping Wang and Jun Yu
Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI), 2024, 4225-4232 [PDF] [CODES]
- VSFormer: Visual-Spatial Fusion Transformer for Correspondence Pruning
Tangfei Liao, Xiaoqin Zhang*, Li Zhao, Tao Wang and Guobao Xiao*
Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI), 2024, 3369-3377 [PDF] [CODES]
- MSGA-Net: Progressive Feature Matching via Multi-layer Sparse Graph Attention
Zhepeng Gong, Guobao Xiao*, Ziwei Shi, Riqing Chen and Jun Yu
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024 [PDF] [CODES]
- FAFusion: Learning for Infrared and Visible Image Fusion via Frequency Awareness
Guobao Xiao, Zhimin Tang, Hanlin Guo, Jun Yu and Heng Tao Shen
IEEE Transactions on Instrumentation and Measurement (TIM), 2024, 73, 1-11. [PDF] [CODES]
- PT-Net: Pyramid Transformer Network for Feature Matching Learning
Zhepeng Gong, Guobao Xiao*, Ziwei Shi, Shiping Wang and Riqing Chen*
IEEE Transactions on Instrumentation and Measurement (TIM), 2024. [PDF] [CODES]
- Progressive Correspondence Learning by Effective Multi-Channel Aggregation
Xin Liu#, Shunxing Chen#, Guobao Xiao*, Changcai Yang and Riqing Chen
Neurocomputing (NC), 2024，[PDF] [CODES]
2023:
- PGFNet: Preference-Guided Filtering Network for Two-View Correspondence Learning
Xin Liu, Guobao Xiao*, Riqing Chen* and Jiayi Ma
IEEE Transactions on Image Processing (TIP), 2023, 32, 1367-1378. [PDF] [CODES]
- Density-guided Incremental Dominant Instance Exploration for Two-view Geometric Model Fitting
Zizhuo Li, Jiayi Ma and Guobao Xiao
IEEE Transactions on Image Processing (TIP), 2023, 32, pp. 5408-5422. [PDF] [CODES]
- Transformer-based Multimodal Emotional Perception for Dynamic Facial Expression Recognition in the Wild
Xiaoqin Zhang*, Min Li, Sheng lin, Hang xu and Guobao Xiao*
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2023, In Press. [PDF]
- SGA-Net: A Sparse Graph Attention Network for Two-View Correspondence Learning
Tangfei Liao, Xiaoqin Zhang*, Yuewang Xu, Ziwei Shi and Guobao Xiao*
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2023, 33 (12):7578-7590. [PDF] [CODES]
- Dual-attention based Feature Aggregation Network for Infrared and Visible Image Fusion
Zhimin Tang, Guobao Xiao*, Junwen Guo, Shiping Wang, Jiayi Ma
IEEE Transactions on Instrumentation and Measurement (TIM), 2023, 72, 1-13. [PDF]
- Learning for Feature Matching via Graph Context Attention
Junwen Guo, Guobao Xiao*, Zhimin Tang, Shunxing Chen, Shiping Wang, and Jiayi Ma
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023, 61, pp. 5102714. [PDF] [CODES]
- SSL-Net: Sparse semantic learning for identifying reliable correspondences
Shunxing Chen, Guobao Xiao*, Ziwei Shi, Junwen Guo, Jiayi Ma
Pattern Recognition (PR), 2024, 146, 110039 [PDF] [CODES]
- JRA-Net: Joint Representation Attention Network for Correspondence Learning
Ziwei Shi, Guobao Xiao*, Linxin Zheng, Jiayi Ma, Riqing Chen*
Pattern Recognition (PR), 2023, 135, 109180. [PDF]
- Local Neighbor Propagation on Graphs for Mismatch Removal
Hanlin Guo, Guobao Xiao*, Lumei Su, Jiaxing Zhou, and Dahan Wang
Information Science (INS), 2024, 653: 119749. [PDF]
2022:
- MSA-Net: Establishing Reliable Correspondences by Multi-Scale Attention Network
Linxin Zheng, Guobao Xiao*, Ziwei Shi, Shiping Wang and Jiayi Ma
IEEE Transactions on Image Processing (TIP), 2022, 31, 4598-4608. [PDF] [CODES]
- Robust Feature Matching for Remote Sensing Image Registration via Guided Hyperplane Fitting
Guobao Xiao, Huan Luo, Kun Zeng, Leyi Wei and Jiayi Ma*
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2022, 60, 1-14. [PDF]
- Contrastive Consensus Graph Learning for Multi-View Clustering
Shiping Wang, Xincan Lin, Zihan Fang, Shide Du, Guobao Xiao*
IEEE/CAA Journal of Automatica Sinica (IJAS), 2022, 9 (11), 2027-2030. [PDF]
- Video Polyp Segmentation: A Deep Learning Perspective
Ge-Peng Ji#, Guobao Xiao#, Yu-Cheng Chou#, Deng-Ping Fan*, Kai Zhao, Geng Chen, and Luc Van Gool
Machine Intelligence Research (MIR) (中国卓越期刊), 2022, 19 (6): 531-549. [PDF][中译版][CODES]
- PESA-Net: Permutation-Equivariant Split Attention Network for correspondence learning
Zhen Zhong, Guobao Xiao*, Shiping Wang, Leyi Wei and Xiaoqin Zhang
Information Fusion (InF), 2022, 77, 81-89. [PDF] [CODES]
- CSDA-Net: Seeking Reliable Correspondences by Channel-Spatial Difference Augment Network
Shunxing Chen, Linxin Zheng, Guobao Xiao*, Zhen Zhong, Jiayi Ma
Pattern Recognition (PR), 2022, 108539. [PDF]
- BSCA-Net: Bit Slicing Context Attention network for polyp segmentation
Yi Lin, Jichun Wu, Guobao Xiao*, Junwen Guo, Geng Chen, Jiayi Ma
Pattern Recognition (PR), 2022, 132, 108917. [PDF] [CODES]
- Learning Two-view Correspondences and Geometry Using Neighbor-Aware Network
Wei Zheng, Ziwei Shi, Guobao Xiao* and Jiayi Ma
Geoscience and Remote Sensing Letters (GRSL), 2022, 19, 1-5
- RANet: A Relation-Aware Network for Two-view Correspondence Learning
Guorong Lin, Xin Liu, Fangfang Lin, Guobao Xiao*, Jiayi Ma
Neurocomputing (NC), 2022，488, 547-556.
- MANet: Multi-scale Attention Network for Correspondence Learning
Yukai Chen, Linxin Zheng, Xin Liu, Guobao Xiao*
IEEE Signal Processing Letters (SPL), 2022, 19, 1-5.
- Feature Matching via Motion-Consistency Driven Probabilistic Graphical Model
Jiayi Ma, Aoxiang Fan, Xingyu Jiang, Guobao Xiao
International Journal of Computer Vision (IJCV), 2022, 130 (9), 2249-2264. [PDF]
- Co-clustering on Bipartite Graphs for Robust Model Fitting
Shuyuan Lin, Hailing Luo, Yan Yan, Guobao Xiao, Hanzi Wang
IEEE Transactions on Image Processing (TIP), 2022, 31, 6605-6620. [PDF]
- Robust feature matching via neighborhood manifold representation consensus
Jiayi Ma, Zizhuo Li, Kaining Zhang, Zhenfeng Shao, Guobao Xiao
ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS), 2022, 182, 196-209. [PDF]
- Correspondence Attention Transformer: A Context-sensitive Network for Two-view Correspondence Learning
Jiayi Ma, Yang Wang, Aoxiang Fan, Guobao Xiao, Riqing Chen
IEEE Transactions on Multimedia (TMM), 2022. [PDF]
- Motion Consistency Guided Robust Geometric Model Fitting With Severe Outliers
Hanlin Guo, Yang Lu, Haosheng Chen, Hailing Luo, Guobao Xiao, Haifang Zhang, Hanzi Wang
IEEE Transactions on Industrial Electronics (TIE), 2022, 69(4), 4065-4075.
- DA-Net: Dual-attention network for multivariate time series classification
Rongjun Chen, Xuanhui Yan, Shiping Wang, Guobao Xiao
Information Sciences (INS), 2022, 610: 472-487[PDF]
2021:
- Segmentation by Continuous Latent Semantic Analysis for Multi-structure Model Fitting
Guobao Xiao, Hanzi Wang*, Jiayi Ma and David Suter
International Journal of Computer Vision (IJCV), 2021, 129, 2034-2056. [PDF]
- Mining consistent correspondences using co-occurrence statistics
Guobao Xiao, Shiping Wang, Han Wang and Jiayi Ma*
Pattern Recognition (PR), 2021, 119, 108062.
- T-Net: Effective Permutation-Equivariant Network for Two-View Correspondence Learning
Zhen Zhong, Guobao Xiao*, Linxin Zheng, Yan Lu, and Jiayi Ma
IEEE International Conference on Computer Vision (ICCV), 2021,1950-1959. [PDF] [CODES]
- STDFusionNet: An infrared and visible image fusion network based on salient target detection
Jiayi Ma, Linfeng Tang, Meilong Xu, Hao Zhang, Guobao Xiao*
IEEE Transactions on Instrumentation and Measurement (TIM), 2021, 70: 1-13.
- SCSA-Net: Presentation of two-view reliable correspondence learning via spatial-channel self-attention
Xin Liu, Guobao Xiao*, Luanyuan Dai, Kun Zeng, Changcai Yang, Riqing Chen*
Neurocomputing (NC), 2021, 431(28), 137-147.
- TSSN-Net: Two-step Sparse Switchable Normalization for Learning Correspondences with Heavy Outliers
Zhen Zhong, Guobao Xiao*, Kung Zeng and Shiping Wang
Neurocomputing (NC), 2021, 452(28), 159-168.
- Point2CN: Progressive two-view correspondence learning via information fusion
Xin Liu, Guobao Xiao*, Zuoyong Li, Riqing Chen*
Signal Processing (SG), 2021, 452(28), 159-168.
- A review of multimodal image matching: Methods and applications
Xingyu Jiang, Jiayi Ma, Guobao Xiao, Zhenfeng Shao, Xiaojie Guo
Information Fusion (InF), 2021, 73, 22-71. [PDF]
- Efficient and Differentiable Low-rank Matrix Completion with Back Propagation
Zhaoliang Chen, Jie Yao, Guobao Xiao, Shiping Wang
IEEE Transactions on Multimedia (TMM), 2021. [PDF]
Before:
- Superpixel-guided two-view deterministic geometric model fitting
Guobao Xiao, Hanzi Wang*, Yan Yan, David Suter
International Journal of Computer Vision (IJCV), 2019, 127 (4), 323-339. [PDF]
- Searching for representative modes on hypergraphs for robust geometric model fitting
Hanzi Wang#, Guobao Xiao#, Yan Yan, David Suter
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2019, 41(3), 687-711. [PDF]
- Deterministic Model Fitting by Local-Neighbor Preservation and Global-Residual Optimization
Guobao Xiao, Jiayi Ma*, Shiping Wang, Changwen Chen
IEEE Transactions on Image Processing (TIP), 2020, 29, 8988-9001. [PDF]
- Learning a Layout Transfer Network for Context Aware Object Detection
Tao Wang, Xuming He, Yuanzheng Cai, Guobao Xiao*
IEEE Transactions on Intelligent Transportation Systems (TITS), 2020, 21(10), 4209-4224.
- Hypergraph modelling for geometric model fitting
Guobao Xiao, Hanzi Wang*, Taotao Lai, David Suter
Pattern Recognition (PR), 2016, 60: 748-760.
- Superpixel-based two-view deterministic fitting for multiple-structure data
Guobao Xiao, Hanzi Wang*, Yan Yan, David Suter
European Conference on Computer Vision (ECCV), 2016, 517-533.
- Mode-seeking on hypergraphs for robust geometric model fitting
Hanzi Wang #, Guobao Xiao #, Yan Yan, David Suter
IEEE International Conference on Computer Vision (ICCV), 2015, 2902-2910.
- Hierarchical representation via message propagation for robust model fitting
Shuyuan Lin, Xing Wang, Guobao Xiao, Yan Yan, Hanzi Wang
IEEE Transactions on Industrial Electronics (TIE), 2020, 68(9), 8582-8592.
Fundings:
National Natural Science Foundation of China, PI (国家自然科学基金面上项目, 主持), 2021-2024
National Natural Science Foundation of China, PI (国家自然科学基金青年项目, 主持), 2018-2020
Natural Science Foundation of Fujian Province，PI (福建省自然科学基金面上项目，主持), 2020-2023
China Postdoctoral Foundation, PI (中国博士后基金面上项目, 主持), 2017-2018
State Key Laboratory of Integrated Services Network, PI (综合业务网理论及关键技术国家重点实验室开发基金，主持), 2020-2022
Awards:
中国图象图形学学会优秀博士学位论文奖
福建省优秀博士学位论文
第五届福州市青年科技奖
福建五四青年奖章
Members:
2018级
研究生：钟振 (公务员)
2019级
研究生：蔡建华 (兴业银行)，刘鑫 (入读南开大学博士生)
2020级
研究生：郑霖鑫， 石子威（入读厦门大学博士生），陈（入读国防科技大学博士生）
2021级
研究生：唐志民，郭俊文，廖唐飞，黎敏，龚哲鹏
2022级
研究生：苗向阳，沈敏君，俞珍妮，万杰，陈顺兴
2023级
研究生：刘新宇，吴志伟，张俊敏，付佳佳，吕维佳