基本信息

  曹相湧

  助理教授

  西安交通大学数学与统计学院

  大数据算法与分析国家工程实验室

  西安数学与数学技术研究院

联系方式

Email: caoxiangyong@mail.xjtu.edu.cn   

 办公室:理科楼426

站点计数器

教育背景、工作经历以及发表文章

学习及工作经历:

  • 2008.9 - 2012.6,  西安交通大学数学与统计学院 信息与计算科学专业 理学学士学位
  • 2012.9 - 2018.6,  西安交通大学数学与统计学院 应用数学硕博连读 理学博士学位 导师: 徐宗本院士
  • 2016.9 - 2017.9,  哥伦比亚大学数据科学中心与电子工程系 联合培养博士  合作导师:John Paisley
  • 2018.7 - 至今, 西安交通大学电信学部计算机学院 博士后, 合作导师:孟德宇教授
  • 2018.7 - 至今, 西安交通大学数学与统计学院 助理教授

研究兴趣:

机器学习与计算机视觉,包括:

  • 概率模型及推断方法
  • 遥感图像处理
  • 贝叶斯深度学习
  • 复杂网络分析

 

期刊及会议论文  (*通信作者) 

2021

[1]  Learning An Explicit Weighting Scheme for Adapting Complex HSI Noise,  CVPR, 2021. 

 

2020

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

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

[3] 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.     

[4] 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, 2020. [code]    (ESI高被引论文)

[5] 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, 2020.

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

[7] 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.

[8] 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.

 

2019

[1] Xiangyong Cao,  Deyu Meng, Zongben Xu. Spectral-Spatial Hyperspectral Image Classification via Robust Low-Rank Feature.  Remote Sensing, 11(13): 152019. [code

 

2018及之前

[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高被引论文)

[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. (*co-first author)  Neurocomputing, 273, 4-11, 2017. 

[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. Proceedings of the 2014 International Conference on Big Data Science and Computing, 2014.  

提交手稿:

[1] Xueyang Fu, Menglu Wang, Xiangyong Cao*, Xinghao Ding, Zhengjun Zha. A Model-Driven Deep Unfolding method for JPEG Artifacts Removal.  Submitted to TNNLS (Major Revision)

[2] Xiangyong Cao†, Xueyang Fu†, Chen Xu, Deyu Meng. Deep Spatio-Spectral Global Reasoning Network for Hyperspectral Image Denoising. Submitted to TGRS (Major Revision)

 

 

获奖:

  • 思源奖学金, 2009, 2010
  • 国家励志奖学金, 2011
  • 优秀学生, 2009-2011
  • 优秀本科毕业生, 2012
  • 研究生国家奖学金, 2013, 2017
  • 研究生优秀学生干部, 2017

 

期刊审稿:

  • IEEE Transactions on Pattern Analysis and Machine Intelligence
  • IEEE Transactions on Image Processing
  • IEEE Transactions on Neural Network and Learning System
  • IEEE Transactions on Cybernetics
  • IEEE Transactions on Geoscience and Remote Sensing
  • ISPRS Journal of Photogrammetry and Remote Sensing
  • Knowledge based system
  • IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
  • IEEE Geoscience and Remote Sensing Letters

 

会议审稿:

  • IJCAI 2018, 2021
  • CVPR 2018, 2019, 2020
  • IJCAI 2019, Senior PC Member
  • ICCV 2019
  • AAAI 2018, 2019, 2020, PC Member
  • ECCV 2020