发表论文

2022年

[1] Yang Chen, Wenfei Cao, Li Pang, Xiangyong Cao*, Hyperspectral Image Denoising with Weighted Nonlocal Low-rank Model and Adaptive Total Variation Regularization. IEEE Transactions on Geoscience and Remote Sensing, 2022.

[2] Man Zhou+, Keyu Yan+, Jinshan Pan, Wenqi Ren, Qi Xie, Xiangyong Cao*, Memory-augmented Deep Unfolding Network for Guided Image Super-resolution. International Journal of Computer Vision (IJCV), 2022. (+co-first author) [code

[3] Li Pang+, Weizhen Gu+Xiangyong Cao*, TRQ3DNet: A 3D Quasi-Recurrent and Transformer Based Network for Hyperspectral Image Denoising. Remote Sensing, 2022. [code(+co-first author)

[4] Jing Yao, Xiangyong Cao, Xin Wu, Danfeng Hong, Deyu Meng, Jocelyn Chanussot, Zongben Xu. Semi-Active Hyperspectral Image Classification by Learning Semi-Supervised CNNs. IEEE Transactions on Geoscience and Remote Sensing, 2022.

[5] Yinsong Yan, Junmin Liu, Shuang Xu, Yicheng Wang, Xiangyong Cao, MD3Net: Integrating Model-driven and Data-driven Approaches for Pansharpening. IEEE Transactions on Geoscience and Remote Sensing, 2022.

[6] Ruihang Xue, Xueru Bai, Xiangyong Cao, Feng Zhou. Sequential ISAR Target Classification Based on Hybrid Transformer. IEEE Transactions on Geoscience and Remote Sensing, 2022.

[7] Xiangyong Cao, Yang Chen, Wenfei Cao. Proximal PanNet: A Model-based Deep Network for Pansharpening. AAAI, 2022.

 

2021年

[1] Junmin Liu, Shijie Li, Changsheng Zhou, Xiangyong Cao, Yong Gao, Bo Wang, SRAF-Net: A Scene-Relevant Anchor-Free Object Detection Network in Remote Sensing Images. IEEE Transactions on Geoscience and Remote Sensing, 2021.

[2] Xiangyong Cao, Xueyang Fu, Danfeng Hong, Zongben Xu, Deyu Meng. PanCSC-Net: A Model-Driven Deep Unfolding Method for Pansharpening.IEEE Transactions on Geoscience and Remote Sensing, 2021.

[3] Xueyang Fu, Menglu Wang, Xiangyong Cao*, Xinghao Ding, Zhengjun Zha. A Model-Driven Deep Unfolding method for JPEG Artifacts Removal. IEEE Transactions on Neural Network and Learning System, 2021. [code]

[4] Xiangyu Rui, Xiangyong Cao, Qie Xie, Zongsheng Yue, Qian Zhao, Deyu Meng. Learning An Explicit Weighting Scheme for Adapting Complex HSI Noise.CVPR 2021. [code]

[5] Xiangyong Cao+, Xueyang Fu+, Chen Xu, Deyu Meng. Deep Spatial-Spectral Global Reasoning Network for Hyperspectral Image Denoising. IEEE Transactions on Geoscience and Remote Sensing, 2021. (+co-first author) [code]

[6] 伊小蝶, 吴帮玉, 孟德林, 曹相湧*, 数据增广和主动学习在深度学习波阻抗反演中的应用, 石油地球物理勘探, 2021.

[7] Xiangyong Cao, Jing Yao, Haixia Bi, Danfeng Hong, Xueyang Fu. An Enhanced 3-Dimensional Discrete Wavelet Transform for Hyperspectral Image Classification. IEEE Geoscience and Remote Sensing Letters, 18(6): 1104-1108, 2021. (ESI高被引)

 

2020年

​​​​​​[1] Xiangyong Cao, Jing Yao, Zongben Xu, Deyu Meng. Hyperspectral Image Classification with Convolutional Neural Network and Active Learning. IEEE Transactions on Geoscience and Remote Sensing, 58(7): 4604-4616, 2020. [code]  (ESI高被引)

[2] Xueyang Fu, Xiangyong Cao*, Underwater Image Enhancement with Global-Local Networks and Compressed-Histogram Equalization. Signal Processing: Image Communication, volume 86, 2020. [code]

[3] Minghan Li, Xiangyong Cao, Qian Zhao, Lei Zhang, Chengqiang Gao, Deyu Meng. Online Rain/Snow Removal from Surveillance Videos.  IEEE Transactions on Image processing, 2020. [code]

[4] Jiacheng Sun, Xiangyong Cao, Hanwen Liang, Weiran Huang, Zewei Chen, Zhenguo Li. New Interpretations of Normalization Methods in Deep Learning. AAAI, 2020.

[5] Haixia Bi, Lin Xu, Xiangyong Cao, Yong Xue, Zongben Xu. Polarimetric SAR Image Semantic Segmentation with 3D Discrete Wavelet Transform and Markov Random Field. IEEE Transactions on Image processing, 2020.     

[6] Lin Xu, Xiangyong Cao, Jing Yao, Zongben Xu. Orthogonal Super Greedy Algorithm for Sparse Feedforward Neural Network. IEEE Transactions on Network Science and Engineering, 2020.

[7] Siqi Liu, Jingxin Liu, Qian Zhao, Xiangyong Cao, Huibin Li, Deyu Meng, Tao Yu. Discovering influential factors in variational autoencoder. Pattern Recognition 100 (2020): 107166.

 

2019年

[1] Xiangyong Cao, Deyu Meng, Zongben Xu. Spectral-Spatial Hyperspectral Image Classification via Robust Low-Rank Feature. Remote Sensing, 11(13): 15, 2019. [code]

 

2018年之前

[1] Xiangyong Cao, Feng Zhou, Lin Xu, Deyu Meng, Zongben Xu, John Paisley. Hyperspectral Image Classification with Markov Random Fields and a Convolutional Neural Network, IEEE Transactions on Image processing, 27(5): 2354-2367, 2018.[code] (ESI高被引)

[2] Xiangyong Cao, Lin Xu, Deyu Meng, Qian Zhao, Zongben Xu. Integration of 3-Dimensional Discrete Wavelet Transform and Markov Random Field for Hyperspectral Image Classification. Neurocomputing, 226, 90-100, 2017. [code]

[3] Jing Yao+, Xiangyong Cao+, Qian Zhao, Deyu Meng, Zongben Xu. Robust Subspace Clustering via Penalized Mixture of Gaussian. Neurocomputing, 273, 4-11, 2017. (+co-first author)

[4] Yang Chen, Xiangyong Cao, Qian Zhao, Deyu Meng, Zongben Xu. Denoising Hyperspectral Image with Non-i.i.d Noise Structure. IEEE Transactions on Cybernetics, 48(3): 1054-1066, 2017.[code]

[5] Xiangyong Cao, Qian Zhao, Deyu Meng, Yang Chen, Zongben Xu. Robust Low-rank Matrix Factorization under General Mixture Noise Distributions. IEEE Transactions on Image processing, 25(10): 4677–4690, 2016. [code]

[6] Xiangyong Cao, Yang Chen, Qian Zhao, Deyu Meng, Yao Wang, Dong Wang, Zongben Xu. Low-rank Matrix Factorization under General Mixture Noise Distributions. IEEE International Conference on Computer Vision (ICCV), 2015. (Oral, Accept Rate 3.3%)

[7] Xiangyong Cao, Xiangyu Chang, Zongben Xu. Community Detection for Clustered Attributed Graphs via a Variational EM Algorithm. IEEE International Conference on Big Data Science and Computing, 2014. 

 

提交手稿:

[1] Junmin Liu, Chengyang Liang, Zixiang Zhao, Xiangyong Cao, Jiangshe Zhang, FSANet: A Domain Adaptive Object Detection Network via Feature Separation and Alignment. Submitted to TCSVT.

[2] Shuang Xu, Xiangyong Cao*, Jiangjun Peng, Qiao Ke, Deyu Meng. Hyperspectral Image Denoising by Asymmetric Noise ModelingSubmitted to TGRS.

[3] Jiangjun Peng+, Hailin Wang+Xiangyong Cao*, Xinlin Liu, Xiangyu Rui, Deyu Meng. Fast Noise Removal in Hyperspectral Images via
Representative Coefficient Total Variation
.  Submitted to TGRS. (+co-first author)