蒋太翔








人工智能系
副教授、硕士生导师
柳林校区通博楼B422
学术主页：https://taixiangjiang.github.io/
Email：jiangtx@swufe.edu.cn; taixiangjiang@gmail.com



n 教师简介
蒋太翔，毕业于电子科技大学数学科学学院，获得理学博士学位。蒋太翔博士一直致力于数学与人工智能交叉科学研究，发表SCI期刊或国际会议论文多篇。2017年获得国家留学基金委自主，公派前往葡萄牙里斯本大学，在IEEE Fellow Jose M. Bioucas Dias 教授的指导下，联合培养一年。2019年上半年，受SIAM Fellow、冯康奖得主、香港大学Michael Ng教授邀请和资助，前往香港访问三个月。
欢迎各位青年才俊报考我的研究生，我会尽快回复邮件并安排面谈，读研期间会提供充足的计算资源。
n 研究领域

计算机视觉&图像处理&金融数据挖掘
雨线去除；高光谱图像修复；张量完备化；证券市场分析；等等
n 讲授课程
计算机导论、数字图像处理、算法分析与设计等

n 研究成果*通讯作者
Preprints
1. Nonnegative Low Rank Tensor Approximation and its Application to Multi-dimensional Images
Tai-Xiang Jiang, Michael K. Ng, Junjun Pan, Guangjing Song*[ArXiv]
2. Unsupervised Hyperspectral Mixed Noise Removal Via Spatial-Spectral Constrained Deep Image Prior
Yi-Si Luo, Xi-Le Zhao, Tai-Xiang Jiang*, Yu-Bang Zheng, Yi Chang[ArXiv]
3. Tangent Space Based Alternating Projections for Nonnegative Low Rank Matrix approximation
Guangjing Song, Michael K. Ng, Tai-Xiang Jiang*[ArXiv]
4. Dictionary Learning with Low-rank Coding Coefficients for Tensor Completion
Tai-Xiang Jiang, Xi-Le Zhao, Hao Zhang, Michael K. Ng*[ArXiv]
5. Hyperspectral Image Super-resolution via Deep Spatio-spectral Convolutional Neural Networks
Jin-Fan Hu, Ting-Zhu Huang, Liang-Jian Deng, Tai-Xiang Jiang*, Gemine Vivone, Jocelyn Chanussot[ArXiv]
2021
· An Approximation Method of CP Rank for Third-order Tensor Completion
Chao Zeng, Tai-Xiang Jiang, Michael K. Ng
Numerische Mathematik [PDF]
· Rain Streaks Removal for Single Image via Kernel-Guided Convolutional Neural Network
Ye-Tao Wang, Xi-Le Zhao, Tai-Xiang Jiang, Liang-Jian Deng, Yi Chang, Ting-Zhu Huang
IEEE Trans. Neural Netw. Learn. Syst. [PDF] [Pyhton Demo]
· Fully-Connected Tensor Network Decomposition for Higher-Order Tensor Completion (中国计算机学会CCF A类推荐会议)
Yu-Bang Zheng, Ting-Zhu Huang, Xi-Le Zhao, Qi-Bin Zhao, Tai-Xiang Jiang
AAAI Conference on Artificial Intelligence (AAAI) [PDF] [Matlab Demo]
· Multi-dimensional Visual Data Completion via Low-Rank Tensor Representation under Coupled Transform (图像处理顶级期刊，中科院JCR大类一区，小类一区，TOP期刊，IF 9.34，中国计算机学会CCF A类推荐期刊)
Jian-Li Wang, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang, Michael K. Ng
IEEE Trans. Image Process. [PDF]
· A Tensor Subspace Representation Method for Hyperspectral Image Denoising
Jie Lin, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang, Li-Na Zhuang
IEEE Trans. Geosci. Remote Sens. [PDF] [Matlab Demo]
2020
· Deep Plug-And-Play Prior for Low-Rank Tensor Completion
Xi-Le Zhao, Wen-Hao Xu, Tai-Xiang Jiang*, Yao Wang, Michael K. Ng
Neurocomputing [PDF] [Matlab Demo]
· Framelet Representation of Tensor Nuclear Norm for Third-Order Tensor Completion (图像处理顶级期刊，中科院JCR大类一区，小类一区，TOP期刊，IF 9.34，中国计算机学会CCF A类推荐期刊)
Tai-Xiang Jiang, Michael K. Ng, Xi-Le Zhao*, Ting-Zhu Huang
IEEE Trans. Image Process. [PDF] [Matlab Demo]
· Mixed Noise Removal in Hyperspectral Image via Low-Fibered-Rank Regularization (ESI高被引)
Yu-Bang Zheng, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang
IEEE Trans. Geosci. Remote Sens. [PDF] [Matlab Demo]
· Fast Algorithm with Theoretical Guarantees for Constrained Low-Tubal-Rank Tensor Recovery in Hyperspectral Images Denoising
Xi-Le Zhao, Hao Zhang, Tai-Xiang Jiang, Michael Ng, Xiong-Jun Zhang
Neurocomputing [PDF]
· Video Deraining via Nonlocal Low-Rank Regularization
Yu-Gang Wang, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang
Applied Mathematical Modelling [PDF]
· Multi-Dimensional Imaging Data Recovery via Minimizing the Partial Sum of Tubal Nuclear Norm (ESI高被引)
Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng
Journal of Computational and Applied Mathematics [PDF] [Matlab Demo]
· Tensor N-Tubal Rank and Its Convex Relaxation for Low-Rank Tensor Recovery
Yu-Bang Zheng, Ting-Zhu Huang, Xi-Le Zhao, Teng-Yu Ji, Tai-Xiang Jiang, Tian-Hui Ma
Applied Mathematical Modelling [PDF] [Matlab Demo]
2019
· FastDeRain: A Novel Video Rain Streak Removal Method Using Directional Gradient Priors (ESI高被引，图像处理顶级期刊，中科院JCR大类一区，小类一区，TOP期刊，IF 9.34，中国计算机学会CCF A类推荐期刊)
Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng,Yao Wang
IEEE Trans. Image Process. [PDF] [Matlab Demo]
· Low-Rank Tensor Completion via Smooth Matrix Factorization
Yu-Bang Zheng, Ting-Zhu Huang, Teng-Yu Ji, Xi-Le Zhao, Tai-Xiang Jiang, Tian-Hui Ma
Applied Mathematical Modelling [PDF] [Matlab Demo]
· Low-Rank Tensor Completion via Combined Non-Local Self-Similarity and Low-Rank Regularization
Xiao-Tong Li, Xi-Le Zhao, Tai-Xiang Jiang, Yu-Bang Zheng, Teng-Yu Ji, Ting-Zhu Huang
Neurocomputing [PDF] [Matlab Demo]
· A Total Variation and Group Sparsity based Tensor Optimization Model for Video Rain Streak Removal
Ye-Tao Wang, Xi-Le Zhao*, Tai-Xiang Jiang*, Liang-Jian Deng, Tian-Hui Ma, Yue-Tian Zhang, Ting-Zhu Huang
Signal Processing: Image Communication [PDF] [Matlab Demo]
2018
· Adaptive hyperspectral mixed noise removal
Tai-Xiang Jiang, Lina Zhuang, Ting-Zhu Huang, José M Bioucas-Dias
IEEE International Geoscience and Remote Sensing Symposium (IGARSS) [PDF]
· A Directional Global Sparse Model for Single Image Rain Removal
Liang-Jian Deng, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang
Applied Mathematical Modelling [PDF] [Matlab Demo]
· Matrix factorization for low-rank tensor completion using framelet prior
Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Teng-Yu Ji, Liang-Jian Deng
Information Sciences [PDF] [Matlab Demo]
2017
· A Novel Tensor-based Video Rain Streaks Removal Approach via Utilizing Discriminatively Intrinsic Priors (图像处理和人工智能顶级会议，中国计算机学会CCF A类推荐会议，谷歌学术全球学术出版物排名5，仅次于Nature, Science等期刊)
Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng, Yao Wang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) [PDF] [Supp] [Poster] [Matlab Demo]


n 科研项目
l 自然科学基金青年项目，联合张量低秩与深度神经网络的多维图像复原模型与高性能算法研究，2021-01至2023-12，主持
l 自然科学基金面上项目，高光谱图像复原问题的张量优化模型与高性能算法研究，2019-01至2022-12，主研
l 自然科学基金面上项目，压缩感知中图像重建的稀疏优化模型与高性能算法研究，2018-01至2021-12，主研
l 中央高校基本科研业务费，2020, 2021，主持




n 学术活动
期刊审稿人:

International Journal of Computer Vision
IEEE Transactions on Cybernetics
IEEE Transactions on Image Processing
IEEE Transactions on Geoscience and Remote Sensing
IEEE Transactions on Neural Networks and Learning Systems
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Circuits and Systems for Video Technology
IEEE Journal of Selected Topics in Signal Processing
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
IEEE Signal Processing Letters
IEEE Access
Neurocomputing
Pattern Recognition
Applied Mathematical Modeling
Journal of Scientific Computing
Signal Processing: Image Communication
会议审稿人:
CVPR 2021 ICCV 2021 ICME 2021
获奖
v 2020 首届川渝科学技术大会优秀论文, 一等奖（链接, 新闻）
v 2019 第九届计算数学优秀青年论文奖, 二等奖（链接）
v 2019 成电杰出学生 (研究生) (电子科技大学研究生最高个人荣誉, 链接)