个人信息

姓  名: 刘鹏飞 性  別: 导师类型: 硕士生导师
技术职称: 副教授 电子邮箱: liupengfei@njupt.edu.cn
学术型硕士招生学科: (081200)计算机科学与技术
专业型硕士招生类别(领域): (085404)计算机技术
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个人简介:

刘鹏飞,男,19909月生,安徽铜陵人;博士,副教授,硕士生导师。2016年毕业于南京理工大学,获工学博士学位,并获得2017年度南京理工大学优秀博士论文奖。在校期间,曾连续两年(2014年和2015年)获教育部博士研究生国家奖学金,获南京理工大学优秀博士奖学金,并多次获优秀研究生称号。201611月进入南京邮电大学工作,目前主持国家自然科学基金青年项目1项,江苏省自然科学基金青年项目1项,中国博士后科学基金面上项1项,江苏省高等学校科学研究面上项目1项,省重点实验室开放课题2项,校级项目2项,同时参与国家级、省级和校级科研项目多项,并指导研究生获南京邮电大学2024年优秀研究生学位论文。目前,以第一作者,在图像处理、遥感、仪器和测量、信号处理、电子信息领域高质量国内外期刊IEEE Transactions on Image ProcessingIEEE Transactions on Geoscience and Remote SensingIEEE Transactions on Instrumentation and MeasurementIEEE Journal of Selected Topics in Applied Earth Observations and Remote SensingIEEE Geoscience and Remote Sensing LettersIEEE Signal Processing Letters和《电子学报》共发表高水平学术论文41篇,其中SCI收录33篇(包含IEEE Trans.期刊论文11篇),EI收录8篇,单篇最高Google Scholar引用100余次。同时,出版学术专著1本,译著1本,申请发明专利5项,授权发明专利2项。

 

代表性论文:

[1]     Pengfei Liu, Pansharpening With Spatial Hessian Non-Convex Sparse and Spectral Gradient Low Rank Priors, IEEE Transactions on Image Processing, 2023, 32, 2120-2131. (SCI一区, 图像处理领域顶级期刊, CCF-A)

[2]     Pengfei Liu, Liping Sun, Nan Huang, Zhizhong Zheng, Liang Xiao, Pansharpening With Structure and Coefficient-Driven Structure Tensor Total Variation Priors, IEEE Transactions on Geoscience and Remote Sensing, 2026, 64, 1-14. (SCI一区, 遥感领域顶级期刊, CCF-B)

[3]     Pengfei Liu, Haijian Long, Zhizhong Zheng, Liang Xiao, Hyperspectral Image Denoising and Destriping via Gradient Tensor Subspace Low-Rank Learning and Along-Across Stripe Directional Constraints, IEEE Transactions on Geoscience and Remote Sensing, 2025, 63, 1-15. (SCI一区, 遥感领域顶级期刊, CCF-B)

[4]     Pengfei Liu, Haijian Long, Zhizhong Zheng, Nan Huang, Liang Xiao, Gradient Subspace-Regularized Hyperspectral Image and Stripe-Coupled Nonconvex Tensor Low-Rank Priors for Destriping and Denoising, IEEE Transactions on Geoscience and Remote Sensing, 2025, 63, 1-18. (SCI一区, 遥感领域顶级期刊, CCF-B)

[5]     Pengfei Liu, Zhizhong Zheng, Liang Xiao, Adaptive Spatial Structure-Aware and Spectral Gradient Structure Tensor-Guided Model for Pansharpening, IEEE Transactions on Geoscience and Remote Sensing, 2024, 62, 1-13. (SCI一区, 遥感领域顶级期刊, CCF-B)

[6]     Pengfei Liu, Zhizhong Zheng, Shangdong Zheng, Liang Xiao, Graph-Based Tensor Bayesian Multispectral Image Fusion With Nonconvex Tensor Rank Minimization Model, IEEE Transactions on Instrumentation and Measurement, 2025, 74, 1-13. (SCI二区, 仪器和测量领域顶级期刊)

[7]     Pengfei LiuJiahui Liu, Liang Xiao, Zhizhong Zheng, Multiresolution Analysis-Inspired Spatial and Spectral Details Preserved Model for Variational Pansharpening, IEEE Transactions on Geoscience and Remote Sensing, 2023, 61, 1-15. (SCI一区, 遥感领域顶级期刊, CCF-B)

[8]     Pengfei LiuJiahui Liu, Liang Xiao, A Unified Pansharpening Method With Structure Tensor Driven Spatial Consistency and Deep Plug-and-Play Priors, IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, 1-14. (SCI一区, 遥感领域顶级期刊, CCF-B)

[9]     Pengfei Liu, Liang Xiao, A Nonconvex Pansharpening Model With Spatial and Spectral Gradient Difference-Induced Nonconvex Sparsity Priors, IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, 1-15. (SCI一区, 遥感领域顶级期刊, CCF-B)

[10]  Pengfei Liu, Liang Xiao, Tao Li, A Variational Pan-Sharpening Method Based on Spatial Fractional-Order Geometry and Spectral-Spatial Low-Rank Priors, IEEE Transactions on Geoscience and Remote Sensing, 2018, 56(3), 1788-1802. (SCI一区, 遥感领域顶级期刊, CCF-B)

[11]  Pengfei Liu, Liang Xiao, Jun Zhang, Bushra Naz, Spatial-Hessian-Feature-Guided Variational Model for Pan-Sharpening, IEEE Transactions on Geoscience and Remote Sensing, 2016, 54(4), 2235-2253. (SCI一区, 遥感领域顶级期刊, CCF-B)

[12]  Pengfei Liu, Lanlan Liu, Liang Xiao, A Novel Tensor-Based Hyperspectral Image Restoration Method With Low-Rank Modeling in Gradient Domains, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2023, 16, 581-597.  (SCI二区, 遥感领域权威期刊)

[13]  Pengfei Liu, Yun Li, Spectral Gradient Fidelity and Spatial Hessian Hyper-Laplacian Sparsity Constraints for Variational Pansharpening, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022, 15, 6086-6098. (SCI二区, 遥感领域权威期刊)

[14]  Pengfei Liu, Liang Xiao, Multicomponent Driven Consistency Priors for Simultaneous Decomposition and Pansharpening, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2019, 12(11), 4589-4605. (SCI二区, 遥感领域权威期刊)

[15]  Pengfei Liu, Liang Xiao, Songze Tang, A New Geometry Enforcing Variational Model for Pan-Sharpening, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2016, 9(12), 5726-5739. (SCI二区, 遥感领域权威期刊)

[16]  Pengfei Liu, Liping Sun, Nan Huang, Zhizhong Zheng, Liang Xiao, A Novel Panchromatic-Guided Tensor Low-Rank Model for Multispectral Image Sharpening, IEEE Signal Processing Letters, 2026, 33, 1255-1259. (信号处理领域权威期刊, CCF-C)

[17]  Pengfei Liu, Jiahui Liu, D2PNet: Deep Detail Priors for Multispectral Image Fusion, IEEE Signal Processing Letters, 2025, 32, 2778-2782. (信号处理领域权威期刊, CCF-C)

[18]  Pengfei Liu, Zhizhong Zheng, Pansharpening via Double Nonconvex Tensor Low-Tubal-Rank Priors, IEEE Geoscience and Remote Sensing Letters, 2024, 21, 1-5. (遥感领域权威期刊, CCF-C)

[19]  Pengfei Liu, Haijian Long, Kang Ni, Zhizhong Zheng, Multimode Structural Nonconvex Tensor Low-Rank Regularized Hyperspectral Image Destriping and Denoising, IEEE Geoscience and Remote Sensing Letters, 2024, 21, 1-5. (遥感领域权威期刊, CCF-C)

[20]  Pengfei LiuSpatial and Spectral Anisotropic Tensor Total Variation-Driven Adaptive Pansharpening, IEEE Geoscience and Remote Sensing Letters, 2022, 19, 1-5. (遥感领域权威期刊, CCF-C)

[21]  刘鹏飞,肖亮,基于Hessian核范数正则化的快速图像复原算法,电子学报201543(10)2001-2008. (EI, CCF推荐中文期刊A)

[22]  刘鹏飞,肖亮,黄丽丽,图像方向纹理保持的方向全变差正则化去噪模型及其主优化算法,电子学报201442(11)2205-2212. (EI, CCF推荐中文期刊A)

研究领域:

(1)高光谱图像处理(图像去噪、图像恢复、图像超分辨、压缩感知重建、异常检测);

(2)多源遥感图像融合(高光谱图像、多光谱图像与全色图像融合)


欢迎有计算机、数学和遥感专业背景的同学联系报考研究生(邮箱:liupengfei@njupt.edu.cn)!