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| 部门： | 电子科学与技术系 |
| 姓名： | 田昕 |
| 邮箱： | xin.tian@whu.edu.cn |
| 性别： | 男 |
| 职称： | 教授 |
| 学历学位： | 博士 |
| 导师类型： | 博导/硕导 |
| 办公电话： | |
| 通信地址： | 武汉市武昌区武汉大学计算机大楼G座3楼 |
| 邮政编码： | 430072 |
| 主要经历： | |
| 学习经历： | 2000/09-2004/06，华中科技大学，电子科学与技术系，学士
2004/09-2010/01，华中科技大学，图像识别与人工智能研究所，博士 |
| 任职经历： | 2010/03-2012/09，华中科技大学，信息与通信工程，博士后
2012/09至今，武汉大学，电子信息学院，讲师/副教授/教授 2015/08-2016/08，美国佐治亚理工学院 (Georgia Tech)，School of Electrical and Computer Engineering，Visiting Scholar |
| 主讲课程： | |
| 本科生课程： | 数字图像处理
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| 研究生课程： | 多媒体信息处理技术
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| 科学研究： | |
| 主要研究方向： | 计算成像、图像融合、深度学习、信息论与编码
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| 主要科研课题及项目： | ² 2019/09-，国家自然科学基金面上项目，阵列成像中基于先验知识进行张量字典学习的统一理论模型及应用方法，主持
² 2017/06-2019/07，深圳市自由探索项目，亿级像素光学成像系统多视点分布式视频编码关键技术研究，主持
² 2016/06-2017/07，企业合作项目，低成本多线车载激光雷达技术，主要参与者
² 2015/01-2016/12，国家测绘局行业公益项目，面向大比例尺测图的并行激光雷达技术及其应用，主要参与者
² 2014/01-2015/12，武汉市青年科技晨光计划，多视点全景成像图像处理关键技术研究，已结题，主持
² 2014/01-2015/12，企业合作项目，基于多源信息智能感知的电力高清视频会议音视频质量评价系统研究，已结题，主要参与者
² 2014/01-2014/12，航天创新基金，基于双正交重叠变换的高动态范围遥感图像分类编码技术，已结题，主持
² 2013/01-2014/12，湖北省自然科学基金，基于图像活跃度的多视点全景成像编码传输关键技术研究，已结题，主持
² 2012/01-2014/12，国家自然科学基金青年基金项目，低复杂度的高动态范围空间图像编码关键技术研究，已结题，主持
² 2011/09-2012/09，中国博士后科学基金重点资助项目，面向深空探测的分布式压缩采样视频编码技术研究，已结题，主持
² 2010/12-2011/12，中国博士后科学基金面上资助，深空探测中基于可伸缩的高可靠性小波变换VLSI结构设计方法研究，已结题，主持
² 2011/03-2011/08，航天院所合作项目，激光雷达成像信息处理系统，已结题，主要参与者
² 2010/06-2011/06，航天院所合作项目，图像编码器测试设备，已结题，主持
² 2010/09-2011/03，航天院所合作项目，红外自动目标识别验证技术：图像采集系统，已结题，主要参与者
² 2009/06-2010/02，航天院所合作项目，红外与微光融合技术，已结题，主要参与者 |
| 主要论文及著作： | ~ H. Wang, H. Zhang, X. Tian, and J. Ma. "Zero-Sharpen: A universal pansharpening method across satellites for reducing scale-variance gap via zero-shot variation", Information Fusion, 2024, 102003. (IF=17.564)
~ C. Ke, W. Zhang, Z. Wang, J. Ma, and X. Tian*. "Coarse-to-fine Cross-domain Learning Fusion Network for Pansharpening", IEEE Transactions on Geoscience and Remote Sensing, 2023. (IF=8.125)
~ H. Liang, R. Liu, Z. Wang, J. Ma, and X. Tian*. "Variational Bayesian deep network for blind Poisson denoising", Pattern Recognition, 2023, 143: 109810. (IF=8.518)
~ X. Tian, K. Li, W. Zhang, Z. Wang, and J. Ma. "Interpretable Model-Driven Deep Network for Hyperspectral, Multispectral, and Panchromatic Image Fusion", IEEE Transactions on Neural Networks and Learning Systems, 2023. (IF= 14.255)~ R. Liu, Y. Xiao, Z. Wang, J. Ma, and X. Tian*. "Scanning-based compressive hyperspectral imaging via spectral-coded illumination", Optics Letters, 2023, 48 (13), 3387-3390. (IF=3.560) ~ C. Ke, H. Liang, D. Li, and X. Tian*. “High-Frequency Transformer Network Based on Window Cross-Attention for Pansharpening” , IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023.
~ 余典，李坤，张玮，李对对，田昕*，江昊。可解译深度网络的多光谱遥感图像融合，中国图象图形学报，2023，28(1): 290-304. （封面文章）
~ X. Tian, F. He, R. Liu, and J. Ma. "Interpretable Poisson Optimization-inspired Deep Network for Single-photon Counting Image Denoising", IEEE Transactions on Instrumentation and Measurement, 2023, 72, 5002111. （IF=5.332）
~ R. Liu, H. Liang, Z, Wang, J. Ma, and X. Tian*. "Fusion-based high-quality polarization 3D reconstruction", Optics and Lasers in Engineering, 2023, 162, 107397.（IF=5.666）
~ Y. Lu, J. Ma, L. Fang, X. Tian, and J. Jiang. "Robust and Scalable Gaussian Process Regression and Its Applications", in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023. ~ H. Zhang, H. Wang, X. Tian, and J. Ma. "P2Sharpen: A progressive pansharpening network with deep spectral transformation", Information Fusion, 2023, 91, 103-122.（IF=17.564） ~ F. He, R. Liu, and X. Tian*. "Scanning-based photon-limited imaging through scattering media", Optics and Lasers in Engineering, 2023, 161, 107388.（IF=5.666） ~ G. Wang, Z. Wang, B. Huang, K. Jiang, Z. He, H. Zhu, J. Xiao, and X. Tian. "Two-stage unsupervised facial image quality measurement", Information Sciences, 2022, 611, 432-445.（IF=8.233） ~ K. Zeng, Z. Wang, T. Lu, J. Chen, B. Huang, Z. Han, and X. Tian. "Realistic frontal face reconstruction using coupled complementarity of far-near-sighted face images", Pattern Recognition, 2022, 129, 108754.（IF=8.518）
~ F. He, X. Tian*, R. Liu, and J. Ma. "MoG-DS: model-guided deep convolutional network for joint denoising and super-resolution of a single-photon counting image", Optics Express, 2022, 30(18): 33068-33082.（IF=3.833）
~ B. Huang, Z. Wang, K. Jiang, Q. Zou, X. Tian, T. Lu, and Z. Han. "Joint Segmentation and Identification Feature Learning for Occlusion Face Recognition", IEEE Transactions on Neural Networks and Learning Systems, 2022.（IF=14.255）
~ M. Gong, J. Ma, H. Xu, X. Tian, and X. Zhang. "D2TNet: A ConvLSTM Network With Dual-Direction Transfer for Pan-Sharpening", IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, 1-14.（IF=8.125）
~ A. Fan, J. Ma, X. Tian, X. Mei, and W. Liu. "Coherent Point Drift Revisited for Non-Rigid Shape Matching and Registration", in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, 1424-1434.
~ K. Li, W. Zhang, D. Yu, and X. Tian*. "HyperNet: A Deep Network for Hyperspectral, Multispectral, and Panchromatic Image Fusion", ISPRS Journal of Photogrammetry and Remote Sensing, 2022, 188, 30-44. （IF=11.774）
~ X. Tian, Y. Xiao, R. Liu, F. He, and J. Ma. "Line-wise scanning-based super-resolution imaging", Optics Letters, 2022, 47(9): 2230-2233.（IF=3.560）
~ H. Xu, M. Gong, X. Tian, J. Huang, and J. Ma. "CUFD: An encoder-decoder network for visible and infrared image fusion based on common and unique feature decomposition", Computer Vision and Image Understanding, 2022, 218, 103407.（IF=8.125）
~ X. Tian, W. Zhang, Y. Chen, Z. Wang, and J. Ma. "HyperFusion: A Computational Approach for Hyperspectral, Multispectral, and Panchromatic Image Fusion", IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, 5518216. (IF=8.125，入选ESI Highly Cited Papers)
~ R. Liu, X. Tian*, F. He, and J. Ma. "Multi-depth photon-counting imaging based on polarisation modulation", Optics Express, 2021, 29 (24), 39362-39375.（IF=3.833）
~ X. Liu, Y. Ma, S. Li, J. Yang, Z. Zhang, and X. Tian. "Photon counting correction method to improve the quality of reconstructed images in single photon compressive imaging systems", Optics Express, 2021. 29 (23), 37945-37961.（IF=3.833）
~ X. Wang, J. Ma, P. Yi, X. Tian*, J. Jiang, and X. P. Zhang. "Learning an epipolar shift compensation for light field image super-resolution", Information Fusion, 2022, 79: 188-199.（IF=17.564）
~ H. Zhang, J. Yuan, X. Tian, and J. Ma. "GAN-FM: Infrared and Visible Image Fusion Using GAN with Full-scale Skip Connection and Dual Markovian Discriminators", IEEE Transactions on Computational Imaging, 2021, 7, 1134-1147.（IF=4.708）
~ X. Tian, W. Chen, Z. Wang, and J. Ma. "Polarization prior to single-photon counting image denoising", Optics Express, 2021, 29 (14), 21664-21682.（IF=3.833）
~ X. Tian, R. Liu, Z. Wang, and J. Ma. "High quality 3D reconstruction based on fusion of polarization imaging and binocular stereo vision", Information Fusion, 2022, 77, 19-28.（IF=17.564）
~ R. Liu, X. Tian*, S. Li. "Polarisation-modulated photon-counting 3D imaging based on a negative parabolic pulse model", Optics Express, 2021, 29 (13): 20577-20589.（IF=3.833）
~ X. Tian, K. Li, Z. Wang, and J. Ma. "VP-Net: An Interpretable Deep Network for Variational Pansharpening", IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, 5400416.（IF=8.125）
~ H. Zhang, H. Xu, X. Tian, J. Jiang, and J. Ma. "Image fusion meets deep learning: A survey and perspective", Information Fusion, 2021, 76, 323-336. (IF=17.564，入选ESI Highly Cited Papers)
~ J. Ma, C. Peng, X. Tian*, and J. Jiang. "DBDnet: A Deep Boosting Strategy for Image Denoising", IEEE Transactions on Multimedia, 2022, 24, 3157-3168.（IF=8.182）
~ P. Yi, Z. Wang, K. Jiang, J. Jiang, T. Lu, X. Tian, and J. Ma. "Omniscient Video Super-Resolution", in IEEE International Conference on Computer Vision (ICCV), 2021, pp. 4429-4438. ~ K. Li, W. Zhang, X. Tian*, J. Ma, H. Zhou, and Z. Wang. "Variation-Net: Interpretable Variation-Inspired Deep Network for Pansharpening", In IEEE International Conference on Multimedia and Expo (ICME), 2021, pp.1-6
~ B. Huang, Z. Wang, G. Wang, K. Jiang, K. Zeng, Z. Han, X. Tian, and Y. Yang. "When Face Recognition Meets Occlusion: A New Benchmark", In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021, pp. 4240-4244.
~ X. Tian, Y. Chen, C. Yang, and J. Ma. "Variational Pansharpening by Exploiting Cartoon-Texture Similarities", IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, pp. 5400416. (IF=8.125，入选ESI Highly Cited Papers)
~ J. Ma, Z. Le, X. Tian, and J. Jiang. "SMFuse: Multi-focus Image Fusion via Self-supervised Mask-optimization", IEEE Transactions on Computational Imaging, 2021, 7, pp. 309-320.（IF=4.708）
~ Q. Hong, Z. Wang, Z. He, N. Wang, X. Tian, and T. Lu. "Masked Face Recognition with Identification Association", In IEEE 32nd International Conference on Tools with Artificial Intelligence (ICTAI), 2020, pp.731-735.
~ Y. Chen, M. Zhang, S. Li, Z. Wang, and X. Tian*. "Cartoon-Texture Decomposition-Based Variational Pansharpening", In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, pp. 2688-2692.
~ M. Zhang, Z. Zhao, Y. Chen, Z. Wang, and X. Tian*. "FusionNDVI: A Novel Fusion Method for NDVI in Remote Sensing", In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, pp. 4816-4820.
~ M. Zhang, S. Li, F. Yu, and X. Tian*. "Image fusion employing adaptive spectral-spatial gradient sparse regularization in UAV remote sensing", Signal Processing, 2020, 170, 107434. （IF=4.729）
~ W. Chen, S. Li, and X. Tian*. "Robust single-photon counting imaging with spatially correlated and total variation constraints", Optics Express, 2020, 28(2): 2625-2639. （IF=3.833）
~ X. Tian, W. Chen, F. Zhao, B. Li, Z. Wang. "Robust CBCT reconstruction based on low-rank tensor decomposition and total variation regularization", In IEEE International Conference on Image Processing (ICIP), 2020, 330-334.
~ X. Tian, M. Zhang, C. Yang, J. Ma. "FusionNDVI: a computational fusion approach for high-resolution normalized difference vegetation index", IEEE Transactions on Geoscience and Remote Sensing, 2020, 59 (6), 5258-5271.（IF=8.125）
~ X. Tian, Y. Chen, C. Yang, X. Gao, J. Ma. "A variational pansharpening method based on gradient sparse representation", IEEE Signal Processing Letters, 2020, 27, 1180-1184.（IF=3.201）
~ Z. Le, J. Huang, F. Fan, X. Tian, J. Ma. "A generative adversarial network for medical image fusion", In IEEE International Conference on Image Processing (ICIP), 2020, 330-334.
~ H. Zhang, J. Ma, C. Chen, X. Tian*. "NDVI-Net: A fusion network for generating high-resolution normalized difference vegetation index in remote sensing", ISPRS Journal of Photogrammetry and Remote Sensing, 2020, 168, 182-196.（IF=11.774）
~ X. Jiang, J. Ma, A. Fan, H. Xu, G. Lin, T. Lu, X. Tian. "Robust feature matching for remote sensing image registration via linear adaptive filtering", IEEE Transactions on Geoscience and Remote Sensing, 2021, 59(2), 1577-1591.(IF=8.125，入选ESI Highly Cited Papers)
~ M. Zhang, Y. Chen, S. Li, X. Tian*. "Sparse representation-based image fusion for multi-source NDVI change detection", In IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2020, 20371137.
~ K. Jiang, Z. Wang, P. Yi, C. Chen, Y. Yang, X. Tian, J. Jiang. "Attention-guided deraining network via stage-wise learning", In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, pp. 2618-2622.
~ X. Tian. "Fourier ptychographic reconstruction using mixed Gaussian–Poisson likelihood with total variation regularization", Electronics Letters, 2019, 55(19): 1041-1043.（IF=1.202）
~ X. Tian. "Multiscale sparse dictionary learning with rate constraint for seismic data compression", IEEE Access, 2019, 7: 86651-86663.（IF=3.476）
~ X. Tian, A. Abdi, E. Liu, and F. Fekri. "Seismic signal compression through delay compensated and entropy constrained dictionary learning", In IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2018, pp. 1-5.
~ A. Payani, A. Abdi, X. Tian, F. Fekri, and M. Mohandes. "Advances in seismic data compression via learning from data: Compression for seismic data acquisition", IEEE Signal Processing Magazine, 2018, 35(2): 51-61.（IF=15.204）
~ X. Tian, A. Abdi, E. Liu, and F. Fekri. "Memory-assisted seismic signal compression based on dictionary learning and sparse coding", In IEEE Global Conference on Signal and Information Processing (GlobalSIP), 2017, pp. 358-362.
~ S. Zhang, X. Tian, C. Xiong, J. Tian, and D. Ming. "Fast implementation for the singular value and eigenvalue decomposition based on FPGA", 电子学报(英文版), 2017, 26(1): 132-136.
~ T. Li, X. Tian*, C. Xiong, and J. Tian. "A coding scheme for noisy image based on layer segmentation", 电子学报(英文版), 2016, 25(4): 700-705.
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| 其它： | |
| 获奖情况： | 全国研究生电子设计竞赛一等奖(优秀指导教师)、全国研究生数学建模大赛二等奖(指导教师)、全国大学生FPGA创新设计竞赛三等奖(指导教师)、全国光电设计大赛华中赛区二等奖(指导教师)、测绘科技进步一等奖、电力行业信息化优秀成果一等奖等
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| 主要社会及学术兼职： | IEEE会员，IEEE Trans. on Signal Processing，Digital Signal Processing等国际权威杂志的审稿人
Guest Editor for Remote Sensing, Special Issue "Advances in Hyperspectral Remote Sensing: Methods and Applications" call for paper Guest Editor for Frontiers in Remote Sensing, Special Issue "Advances in Hyperspectral Image Super-Resolution" call for paper Guest Editor for Mathematical Problems in Engineering, Special Issue "Advanced Pattern/Structure Discovery from Complex Multimedia Data Environments" call for paper |
| 所带研究生情况： | 个人网页（谷歌）：
https://sites.google.com/view/xintian/home 欢迎有志青年报考我的研究生，满足以下条件者优先考虑： ² 有志科学研究，对算法研究兴趣浓厚者；
² 具有较好数学基础者；
² 具有良好英语水平者。
欢迎通信、电子、测控、光电类等专业背景的学生保送和报考！
联系方式: 邮箱：xin.tian@whu.edu.cn 就读研究生期间将提供参加国内外高水平学术会议等多种机会。
指导学硕/专硕情况： （已发表一作（含导师一作学生二作）论文情况，就业去向） 张蒙亮，学硕(2017-2019)，1篇IEEE TGRS，1篇Signal Processing，1篇IEEE ICASSP，1篇IEEE IGARSS，2项发明专利，美国UTA读博
严吕，专硕(2017-2018)，1篇ISPACS，1项发明专利，就职于顺丰科技 陈葳，学硕(2018-2020)，2篇Optics Express，1篇IEEE ICIP，4项发明专利，就职于TPLINK 陈月荣，学硕(2018-2020)，1篇IEEE TGRS，1篇IEEE SPL，1篇IEEE ICASSP，4项发明专利，就职于快手科技 刘芮，学硕(2019-)，1篇Information Fusion，2篇Optics Letters，2篇Optics Express，1篇OPT LASER ENG，1篇IFTC，2项发明专利，武大读博 何访，学硕(2020-)，1篇IEEE TIM，1篇Optics Express，1篇OPT LASER ENG，就职于大疆科技
李坤，专硕(2020-)，1篇ISPRS P&RS，1篇IEEE TGRS，1篇IEEE ICME，就职于商汤科技（获得中国通信学会优秀硕士论文） 张玮，学硕(2021-)，1篇IEEE TGRS，1篇JAS，在读 肖滢，学硕(2021-)，2篇Optics Letters，在读
梁浩，专硕(2022-)，1篇Pattern Recognition，在读 |