基本情况
2015年9月毕业于西安交通大学获博士学位,博士期间曾到日本理化学研究所(RIKEN)脑信号处理实验室访学,2015年10月份进入新葡萄8883官网AMG工作;研究兴趣:矩阵/张量估计、深度学习与图像处理。
代表性学术论文
[1] Xiangyong Cao, Yang Chen, Wenfei Cao. Proximal PanNet: A model-based deep network for pan-sharpening. To be published in The Thirty-Sixth AAAI Conference on Artificial Intelligence (AAAI-2022)
[2] 沈圆圆,曹文飞,韩国栋. Logistic组稀疏回归模型的Bayes建模及变分推断. 工程数学学报, 37(2): 203-214 (2020)
[3] Jing Yao, Deyu Meng, Qian Zhao, Wenfei Cao, Zongben Xu. Nonconvex-sparsity and nonlocal-smoothness-based blind hyperspectral unmixing. IEEE Trans. Image Process. 28(6): 2991-3006 (2019)
[4] Wenfei Cao, Jing Yao, Jian Sun, Guodong Han. A tensor-based nonlocal total variation model for multi-channel image recovery. Signal Process. 153: 321-335 (2018)
[5] Fenghui Wang, Wenfei Cao, Zongben Xu. Convergence of multi-block Bregman ADMM for nonconvex composite problems. Sci. China Inf. Sci., 61(12): 122101:1-12 (2018)
[6] Wenfei Cao, Kaidong Wang, Guodong Han, Jing Yao, Andrzej Cichocki. A robust PCA approach with noise structure learning and spatial-spectral low-rank modeling for hyperspectral image restoration. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 11(10): 3863-3879 (2018)
[7] Wenfei Cao, Yi Chang, Guodong Han, Junbing Li. Destriping remote sensing Image via low-rank approximation and nonlocal total variation. IEEE Geosci. Remote. Sens. Lett., 15(6): 848-852 (2018)
[8] Dong Zeng, Qi Xie, Wenfei Cao, et al. Low-dose dynamic cerebral perfusion computed tomography reconstruction via kronecker-basis-representation tensor sparsity regularization. IEEE Trans. Medical Imaging, 36(12): 2546-2556 (2017)
[9] Wenfei Cao, Yao Wang, Jian Sun, et al. Total variation regularized tensor RPCA for background subtraction from compressive measurements. IEEE Trans. Image Process., 25(9): 4075-4090 (2016)
[10] Wenfei Cao, Yao Wang, Can Yang, et al. Folded-concave penalization approaches to tensor completion. Neurocomputing 152: 261-273 (2015)
[11] Jian Sun, Wenfei Cao, Zongben Xu, Jean Ponce. Learning a convolutional neural network for non-uniform motion blur removal. IEEE Conference on Computer Vision and Pattern Recognition, 2015: 769-777
[12] Qian Zhao, Deyu Meng, Xu Kong, Qi Xie, Wenfei Cao, et al. A novel sparsity measure for tensor recovery. IEEE International Conference on Computer Vision, 2015: 271-279
[13] Wenfei Cao, Jian Sun, Zongben Xu. Fast image deconvolution using closed-form thresholding formulas of Lq regularization. J. Vis. Commun. Image Represent., 24(1): 31-41 (2013)
教育科研项目
1.基于先验的深度学习模型与算法设计及在高光谱图像上应用研究, 中央高校基本科研业务费(项目编号: GK202103001, 2020/01-2022/12), 在研, 主持。
2.复杂噪声背景下的张量恢复及其在多谱图像数据上应用, 陕西省自然科学基础研究计划项目(项目编号:2018JQ1032, 2018/01-2019/12), 结题, 主持。
3.基于辅助信息与张量建模的高光谱压缩感知研究, 国家自然科学基金青年项目(项目编号:61603235, 2017/01-2019/12), 结题, 主持。
讲授课程