Publications (*Corresponding author) (#Equal Contribution):

2024:

• T-Net++: Effective Permutation-Equivariance Network for Two-View Correspondence Pruning
  Guobao Xiao, Xin Liu，Zhen Zhong, Xiaoqin Zhang, Jiayi Ma and Haibin Ling
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024, 1-15 [PDF] [CODES]

• 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, 46 (4), 6139 - 6153 [PDF] [CODES]

• DHM-Net: Deep Hypergraph Modeling for Robust Feature Matching
  Shunxing Chen, Guobao Xiao*, Junwen Guo, Qiangqiang Wu and Jiayi Ma
  IEEE Transactions on Image Processing (TIP), 2024, 33, 6002-6015. [PDF] [CODES]

• Multi-Stage Network with Geometric Semantic Attention for Two-View Correspondence Learning
  Shuyuan Lin, Xiao Chen, Guobao Xiao, Hanzi Wang, Feiran Huang and Jian Weng
  IEEE Transactions on Image Processing (TIP), 2024, 33 3031-3046. [PDF] [CODES]

• PTH-Net: Dynamic Facial Expression Recognition without Face Detection and Alignment
  Min Li, Xiaoqin Zhang*, Tangfei Liao, Sheng Lin and Guobao Xiao*
  IEEE Transactions on Image Processing (TIP), 2024, in press. [PDF]

• Exploring Deeper! Segment Anything Model with Depth Perception for Camouflaged Object Detection
  Zhenni Yu, Xiaoqin Zhang*, Li Zhao, Yi Bin and Guobao Xiao*
  Proceedings of the 32nd ACM International Conference on Multimedia (MM), 2024, 4322--4330. [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]

• CLG-Net: Rethinking Local and Global Perception in Lightweight Two-View Correspondence Learning
  Minjun Shen, Guobao Xiao*, Changcai Yang, Junwen Guo and Lei Zhu
  IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024, in press [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, 34(7), 5765-5775 [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, 5015011. [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, 73, 5011811. [PDF] [CODES]

• A Novel Non-pretrained Deep Supervision Network for Polyp Segmentation
  Zhenni Yu, Li Zhao, Tangfei Liao, Xiaoqin Zhang, Geng Chen, Guobao Xiao*
  Pattern Recognition (PR), 2024, 154, 110554 [PDF] [CODES]

• Semantic Attention-Based Heterogeneous Feature Aggregation Network for Image Fusion
  Zhiqiang Ruan, Jie Wan, Guobao Xiao*, ZhiminTang and Jiayi Ma
  Pattern Recognition (PR), 2024, 110728. [PDF] [CODES]

• Progressive Correspondence Learning by Effective Multi-Channel Aggregation
  Xin Liu#, Shunxing Chen#, Guobao Xiao*, Changcai Yang and Riqing Chen
  Neurocomputing (NC), 2024, 578, 127368，[PDF] [CODES]

• Second-order Proximity Guided Sampling Consensus for Robust Model Fitting
  Hanlin Guo, Guobao Xiao, Lumei Su, Tianyou Li, Da-Han Wang and Hanzi Wang
  IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024, in press. [PDF] [CODES]

• Dual-STI: Dual-path Spatial-Temporal Interaction Learning for Dynamic Facial Expression Recognition
  Min Li, Xiaoqin Zhang*, Chenxiang Fan, Tangfei Liao and Guobao Xiao
  Information Sciences (INS), 2024, 653, 119749. [PDF]

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), 2024, 34 (5): 3192-3203. [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), 2025-2028
  

• 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