李晋江，男，1978年5月生。工学博士，教授，硕士生导师，山东省优秀研究生导师，全球前2%顶尖科学家，山东省数字经济轻量智算与可视化重点实验室带头人。兼任中国图学学会大数据专委会委员、CSIAM GDC专委会委员。主要研究方向为多模态统计建模、视觉数据分析、图像增强与轻量智算。获山东省教学成果奖特等奖1项、一等奖1项，山东省科技进步二等奖2项，山东省高等学校优秀科研成果奖一等奖2项。

教育经历

太原理工大学 计算机软件与理论专业 获工学学士学位、工学硕士学位

2010年毕业于山东大学计算机应用技术专业，获工学博士学位

工作经历

2004年-2006年 北京大学 计算科学与技术研究所 助理工程师

2007年-至今 山东工商学院 讲师、副教授、教授

2012年-2014年 清华大学 博士后

主要科研和教学项目

[1]主持国家自然科学基金重点项目子课题：脑肿瘤影像智能处理及三维建模关键技术研究（U24A20219），2025.01-2028.12

[2]主持国家自然科学基金面上项目：基于多模态融合的互联网图像中人物行为标注研究（61772319），2018.01-2021.12

[3]主持山东省自然科学基金面上项目：基于多传感融合的复杂交通环境目标检测研究（ZR2023MF026），2023.01-2025.12

[4]主持烟台市科技创新发展计划项目：自动驾驶汽车多源传感器信息融合及应用研究（2022JCYJ031），2022.01-2024.12

[5]负责山东省重点实验室建设：山东省数字经济轻量智算与可视化重点实验室，2024.08立项

主要论文

[1]IF-USOD: multimodal information fusion interactive feature enhancement architecture for underwater salient object detection（通讯作者），Information Fusion，2025.05

[2]Dual-branch spatial-channel flow-based modeling network based on the State Space Model for remote sensing image segmentation（通讯作者），IEEE Transactions on Geoscience and Remote Sensing，2025

[3]ConMamba: CNN and SSM high-performance hybrid network for remote sensing change detection（通讯作者），IEEE Transactions on Geoscience and Remote Sensing，2025

[4]GSSR-Net: Geo-Spatial Structural Refinement Network for Remote Sensing Change Detection（通讯作者），IEEE Transactions on Geoscience and Remote Sensing，2025

[5]CDME: Convolutional Dictionary Iterative Model for Remote Sensing Image Fusion with Mixture-of-Experts（通讯作者），IEEE Geoscience and Remote Sensing Letters，2025

[6]Mamba-Enhanced Spectral-Attentive Wavelet Network for Underwater Image Restoration（通讯作者），Engineering Applications of Artificial Intelligence，2025

[7]SFFNet: A Wavelet-Based Spatial and Frequency Domain Fusion Network for Remote Sensing Segmentation（通讯作者），IEEE Transactions on Geoscience and Remote Sensing，2024

[8]Attention filtering network based on branch transformer for change detection in remote sensing images（通讯作者），IEEE Transactions on Geoscience and Remote Sensing，2024

[9]DUDB: deep unfolding-based dual-branch feature fusion network for pan-sharpening remote sensing images（通讯作者），IEEE Transactions on Geoscience and Remote Sensing，2024

[10]CSAGC: Context Spatial Awareness Graph and Convolution Interaction Network for Remote Sensing Image Change Detection（通讯作者），IEEE Transactions on Geoscience and Remote Sensing，2024

[11]Multi-scale Attention Fusion Graph Network for Remote Sensing Building Change Detection（通讯作者），IEEE Transactions on Geoscience and Remote Sensing，2024

[12]MFDS: Multi-scale Feature Depth-Supervised Network for Remote Sensing Change Detection with Global Semantic and Detail Information（通讯作者），IEEE Geoscience and Remote Sensing Letters，2024

[13]Elevation information-guided multimodal fusion robust framework for remote sensing image segmentation（通讯作者），IEEE Geoscience and Remote Sensing Letters，2024

[14]DPCTN: Dual Path Context-aware Transformer Network for Medical Image segmentation（4/4），Engineering Applications of Artificial Intelligence，2023.06

[15]AMCA: Attention-guided Multi-scale Context Aggregation Network for Remote Sensing Image Change Detection（1/4），IEEE Transactions on Geoscience and Remote Sensing，2023.05

[16]CADUI: Cross Attention-based Depth Unfolding Iteration Network for Pan-sharpening remote sensing images（2/4），IEEE Transactions on Geoscience and Remote Sensing，2023.05

[17]Multi-Scale Graph Reasoning Network for Remote Sensing Image Change Detection（2/3），International Journal of Remote Sensing，2023.05

[18]GR-Net: Gated axial attention ResNest Network for Polyp segmentation（2/3），International Journal of Imaging Systems and Technology，2023.04

[19]TCIANet: Transformer-based Context Information Aggregation Network for Remote Sensing Image Change Detection（2/3），IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing，2023.04

[20]MSA-Net: Multiscale Spatial Attention Network for Medical Image Segmentation（2/3），Alexandria Engineering Journal，2023.03

[21]DBCGN: Dual Branch Cascade Graph Network for Skin Lesion Segmentation（2/4），International Journal of Machine Learning and Cybernetics，2023.02

[22]Contour-enhanced Densely Connected Siamese Network for Change Detection（2/3），Journal of Applied Remote Sensing，2023.01

[23]Joint Transformer Progressive Self-Calibration Network for Low Light Enhancement（2/4），IET Image Processing，2023.01

[24]Pan-sharpening of Remote Sensing Images Based on Gradient Projection and Cross Fusion（2/3），International Journal of Remote Sensing，2023.01

[25]EFCANet: Exposure Fusion Cross-Attention Network for Low-Light Image Enhancement（3/3），Applied Sciences，2023.01

[26]Mutiscale Hybrid Attention Transformer for Remote Sensing Image Pansharpening（通讯作者），IEEE Transactions on Geoscience and Remote Sensing，2023

[27]CTMFNet: CNN and Transformer Multi-scale Fusion network for City Remote Sensing Image Segmentation（通讯作者），IEEE Transactions on Geoscience and Remote Sensing，2023

[28]SLDDNet: Stagewise Short and Long Distance Dependency Network for Remote Sensing Change Detection（通讯作者），IEEE Transactions on Geoscience and Remote Sensing，2023

[29]Attention-based Dual-color Space Fusion Network for Low-light image enhancement（通讯作者），Signal Processing: Image Communication，2023

[30]Frequency-aware robust multidimensional information fusion framework for remote sensing image segmentation（通讯作者），Engineering Applications of Artificial Intelligence，2023

[31]Deep Supervision Feature Refinement Attention Network for Medical Image Segmentation（通讯作者），Engineering Applications of Artificial Intelligence，2023

[32]Enhanced Feature Interaction Network for Remote Sensing Change Detection（通讯作者），IEEE Geoscience and Remote Sensing Letters，2023

[33]LHDACT: Lightweight Hybrid Dual Attention CNN and Transformer Network for Remote Sensing Image Change Detection（通讯作者），IEEE Geoscience and Remote Sensing Letters，2023

[34]DDFN: a depth-differential fusion network for multi-focus image（2/3），Multimedia Tools and Applications，2022.12

[35]Transformer-based progressive residual network for single image dehazing（3/3），Frontiers in Neurorobotics，2022.12

[36]Underwater image enhancement via adaptive group attention-based multiscale cascade transformer（通讯作者），IEEE Transactions on Instrumentation and Measurement，2022.08

[37]Attention-Based and Staged Iterative Networks for Pan-sharpening of Remote Sensing Images（通讯作者），IEEE Transactions on Geoscience and Remote Sensing，2022

[38]Transformer-based Regression Network for Pansharpening Remote Sensing Images（通讯作者），IEEE Transactions on Geoscience and Remote Sensing，2022

[39]PACCDU: Pyramid Attention Cross Convolutional Dual UNet for Infrared and Visible Image Fusion（通讯作者），IEEE Transactions on Instrumentation and Measurement，2022

[40]Remote sensing image change detection transformer network based on dual-feature mixed attention（通讯作者），IEEE Transactions on Geoscience and Remote Sensing，2022

[41]Progressive Dual Branch Network for Low Light Image Enhancement（通讯作者），IEEE Transactions on Instrumentation and Measurement，2022

[42]Progressive edge-sensing dynamic scene deblurring（通讯作者），Computational Visual Media，2022

[43]MFFE: Multi Feature Fusion Enhanced Net for image dehazing（通讯作者），Signal Processing: Image Communication，2022

[44]TPET: Two-stage Perceptual Enhancement Transformer Network for Low-light Image Enhancement（通讯作者），Engineering Applications of Artificial Intelligence，2022

[45]DPCFN: Dual Path Cross Fusion Network for Medical Image Segmentation（通讯作者），Engineering Applications of Artificial Intelligence，2022

[46]Filter-cluster attention based recursive network for low-light enhancement（通讯作者），Frontiers of Information Technology & Electronic Engineering，2022

[47]Low-light image enhancement via progressive-recursive network（第一作者），IEEE Transactions on Circuits and Systems for Video Technology，2021.11

[48]Detail enhancement Decolorization algorithm based on rolling guided filtering（2/3），Multimedia Tools and Applications，2021.11

[49]Attention-based Multistage Fusion Network for Remote Sensing Image Pansharpening（2/3），IEEE Transactions on Geoscience and Remote Sensing，2021.10

[50]Low-light image enhancement based on exponential Retinex variational model（2/3），IET Image Processing，2021.10

[51]Consistent image processing based on co-saliency（2/3），CAAI Transactions on Intelligence Technology，2021.09

[52]Iterative multi-scale residual network for deblurring（2/3），IET Image Processing，2021.06

[53]Attention-based Tri-UNet for Remote Sensing Image Pan-sharpening（2/3），IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing，2021.03

[54]Low-light image enhancement based on multi-illumination estimation（2/4），Applied Intelligence，2021.01

[55]Guided filter-based multi-scale super-resolution reconstruction（通讯作者），CAAI Transactions on Intelligence Technology，2020

[56]Evaluating the robustness of image matting algorithm（通讯作者），CAAI Transactions on Intelligence Technology，2020

[57]Saliency-based image correction for color blind patients（第一作者），Computational Visual Media，2020

联系方式

lijinjiang@gmail.com