Jimin Liang

Jimin Liang

Professor of Electronic Engineering

Interests

  • Computer vision
  • Brain-machine fusion
  • AI for Science and Engineering

Education

  • Ph.D. in Circuits and Systems, Xidian University (2000)
  • M.Sc. in Signal and Information Processing, Xidian University (1995)
  • B.Eng. in Automatic Control, Xidian University (1992)

Jimin Liang is a professor at the Xidian University. He leads the Visionary AI Research (VAR) group, which develops novel artificial intelligence methods for microwave and infrared imaging, medical imaging, and image analysis. He received the B.Eng., M.Sc. and Ph. D. degrees in electronic engineering from Xidian University, Xi’an, China, in 1992, 1995 and 2000, respectively. He joined Xidian University in 1995, where he is now a full professor in the School of Electronic Engineering. In the year of 2002, he was a research associate professor at the Electrical and Computer Engineering Department, University of Tennessee, Knoxville, USA. From 2009-2019, he was with the School of Life Science and Technology, Xidian University. He was the deputy director of Shaanxi Society of Biomedical Engineering from 2018-2023, and is a member of IEEE. His general areas of research are in artificial intelligence, machine learning, computer vision, biomedical imaging, and microwave imaging. He has authored or coauthored more than 200 journal papers and 30 granted patents on those topics. He was the recipient of 2010 Progress Award in Science and Technology of the Ministry of Education of China, 2012 National Invention Award of China, and 2019 Natural Science Award of Shaanxi Province.

My name in Chinese is 梁继民.

Latest

A Few-Layer Multilayer Perceptron is Worth Attention for EEG Classification in Rapid Serial Visual Presentation Task

Ziyuan Zhang, Yang Zheng, Kaitai Guo, Jimin Liang, Minghao Dong

International Journal of Neural Systems, 0(0): 2650030

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Bridging semantics and geometry: A decoupled LVLM–SAM framework for reasoning segmentation in optical remote sensing

Xu Zhang, Junyao Ge, Yang Zheng, Kaitai Guo, Jimin Liang

ISPRS Journal of Photogrammetry and Remote Sensing, 237: 217-235

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Mesh-Based Deep Learning Surrogate Model for Rapid Wideband 3D Electromagnetic Scattering Computation

Xiaotian Jiang, Huan Huan Zhang, Kaitai Guo, Yang Zheng, Jimin Liang

IEEE Transactions on Antennas and Propagation, 1-1

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Physics-guided efficient automotive radar object detection framework via multi-task joint optimization

Siqi Pang, Kaitai Guo, Yang Zheng, Jimin Liang

Engineering Applications of Artificial Intelligence, 176: 114724

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Boosting brain-computer interface performance through cognitive training: A brain-centric approach

Ziyuan Zhang, Ziyu Wang, Kaitai Guo, Yang Zheng, Minghao Dong, Jimin Liang

Journal of Information and Intelligence, 3(1): 19-35

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Eliminating Harmonic False Peaks in Fourier Transform Ion Mobility Spectrometry Using a Virtual Ion Gate

Kaitai Guo, Yongzheng Yang, Qian Zhang, Yang Zheng, Shenghan Ren, Jimin Liang

IEEE Sensors Journal, 25(11): 19442-19450

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Ensembled-SAMs for Enhanced Small Coronary Artery Segmentation in CCTA Images

Fei Chen, Junyao Ge, Yang Zheng, Kaitai Guo, Feng Cao, Jimin Liang

IEEE Journal of Biomedical and Health Informatics, 29(7): 4612-4622

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ETC-Net: Electromagnetic-thermal co-simulation network for microstrip patch antenna arrays inspired by mutiphysics chain-of-thought

Zhenglang Jia, Huanhuan Zhang, Heming Yao, Bian Wu, Ying Liu, Jimin Liang

Engineering Analysis with Boundary Elements, 179: 106324

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RSTeller: Scaling up visual language modeling in remote sensing with rich linguistic semantics from openly available data and large language models

Junyao Ge, Xu Zhang, Yang Zheng, Kaitai Guo, Jimin Liang

ISPRS Journal of Photogrammetry and Remote Sensing, 226: 146-163

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VIOMA: Video-Based Intelligent Ocular Misalignment Assessment

Yang Zheng, Hong Fu, Ruimin Li, Carly Siu Yin Lam, Jimin Liang, Kaitai Guo, Wai-Lun Lo

IEEE Transactions on Automation Science and Engineering, 22: 12470-12484

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Angular Super-Resolution Algorithm for Millimeter-Wave Automotive Radar Based on Virtual Array Augmentation

Siqi Pang, Junyao Ge, Kaitai Guo, Yang Zheng, Jimin Liang

IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, 11177-11180

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Characterising Eye Movement Events With Multi-Scale Spatio-Temporal Awareness

Yang Zheng, Zhiyong Yu, Hong Fu, Kaitai Guo, Jimin Liang

IEEE Signal Processing Letters, 31: 2090-2094

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Contrastive Disentanglement for Quantitative Ultrasound Muscle Atrophy Evaluation

Yue Zhang, Yonghua Zhan, Kaitai Guo, Yang Zheng, Liang Tang, Jianzhong Guo, Jimin Liang

IEEE Transactions on Biomedical Engineering, 71(8): 2352-2366

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DERE-Net: A dual-encoder residual enhanced U-Net for muscle fiber segmentation of H&E images

Getao Du, Peng Zhang, Jianzhong Guo, Xu Zhou, Guanghan Kan, Jiajie Jia, Jimin Liang, Xiaoping Chen, Yonghua Zhan

Biomedical Signal Processing and Control, 98: 106765

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Efficient Adaptive Incremental Learning for Fruit and Vegetable Classification

Kaitai Guo, Hongliang Chen, Yang Zheng, Qixin Liu, Shenghan Ren, Haihong Hu, Jimin Liang

Agronomy, 14(6)

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Exploring Radiomics Features Based on H&E Images as Potential Biomarkers for Evaluating Muscle Atrophy: A Preliminary Study

Getao Du, Peng Zhang, Jianzhong Guo, Xu Zhou, Guanghan Kan, Jiajie Jia, Xiaoping Chen, Jimin Liang, Yonghua Zhan

Journal of Imaging Informatics in Medicine

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Feasibility study of functional near-infrared spectroscopy in the ventral visual pathway for real-life applications

Weilu Chai, Peiming Zhang, Xiaoyan Zhang, Jia Wu, Chao Chen, Fu Li, Xuemei Xie, Guangming Shi, Jimin Liang, Chaozhe Zhu, Minghao Dong

Neurophotonics, 11(1): 015002

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Multimodal contrastive learning for brain–machine fusion: From brain-in-the-loop modeling to brain-out-of-the-loop application

Shilan Quan, Jianpu Yan, Kaitai Guo, Yang Zheng, Minghao Dong, Jimin Liang

Information Fusion, 110: 102447

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Positive-unlabeled learning for coronary artery segmentation in CCTA images

Fei Chen, Sulei Li, Chen Wei, Yue Zhang, Kaitai Guo, Yang Zheng, Feng Cao, Jimin Liang

Biomedical Signal Processing and Control, 87: 105473

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High-Resolution Swin Transformer for Automatic Medical Image Segmentation

Chen Wei, Shenghan Ren, Kaitai Guo, Haihong Hu, Jimin Liang

Sensors, 23(7)

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KeyShip: Towards High-Precision Oriented SAR Ship Detection Using Key Points

Junyao Ge, Yiping Tang, Kaitai Guo, Yang Zheng, Haihong Hu, Jimin Liang

Remote Sensing, 15(8)

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NPENAS: Neural Predictor Guided Evolution for Neural Architecture Search

Chen Wei, Chuang Niu, Yiping Tang, Yue Wang, Haihong Hu, Jimin Liang

IEEE Transactions on Neural Networks and Learning Systems, 34(11): 8441-8455

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RTV-SIFT: Harnessing Structure Information for Robust Optical and SAR Image Registration

Siqi Pang, Junyao Ge, Lei Hu, Kaitai Guo, Yang Zheng, Changli Zheng, Wei Zhang, Jimin Liang

Remote Sensing, 15(18)

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Self Supervised Temporal Ultrasound Reconstruction for Muscle Atrophy Evaluation

Yue Zhang, Getao Du, Yonghua Zhan, Kaitai Guo, Yang Zheng, Jianzhong Guo, Xiaoping Chen, Jimin Liang

Pattern Recognition and Computer Vision - PRCV 2023, 269–280

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Towards better utilization of pseudo labels for weakly supervised temporal action localization

Yiping Tang, Junyao Ge, Kaitai Guo, Yang Zheng, Haihong Hu, Jimin Liang

Information Sciences, 623: 693-708

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Video representation learning for temporal action detection using global-local attention

Yiping Tang, Yang Zheng, Chen Wei, Kaitai Guo, Haihong Hu, Jimin Liang

Pattern Recognition, 134: 109135

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Automated segmentation of the gastrocnemius and soleus in shank ultrasound images through deep residual neural network

Getao Du, Yonghua Zhan, Yue Zhang, Jianzhong Guo, Xueli Chen, Jimin Liang, Heng Zhao

Biomedical Signal Processing and Control, 73: 103447

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Discriminative Context-Aware Network for Target Extraction in Remote Sensing Imagery

Lei Hu, Chuang Niu, Shenghan Ren, Minghao Dong, Changli Zheng, Wei Zhang, Jimin Liang

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 15: 700-715

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Muscle Atrophy Evaluation via Radiomics Analysis Using Ultrasound Images: A Cohort Data Study

Yue Zhang, Getao Du, Yonghua Zhan, Kaitai Guo, Yang Zheng, Liang Tang, Jianzhong Guo, Jimin Liang

IEEE Transactions on Biomedical Engineering, 69(10): 3163-3174

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Poleward-Motion Aware Network for Poleward Moving Auroral Forms Recognition

Yiping Tang, Kaitai Guo, Chen Wei, Yang Zheng, Shenghan Ren, Jimin Liang

IEEE Geoscience and Remote Sensing Letters, 19: 1-5

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How Native Background Affects Human Performance in Real-World Visual Object Detection: An Event-Related Potential Study

Yue Wang, Jianpu Yan, Zhongliang Yin, Shenghan Ren, Minghao Dong, Changli Zheng, Wei Zhang, Jimin Liang

Frontiers in Neuroscience, 15

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Self-Supervised Representation Learning for Evolutionary Neural Architecture Search

Chen Wei, Yiping Tang, Chuang Niu Chuang Niu, Haihong Hu, Yue Wang, Jimin Liang

IEEE Computational Intelligence Magazine, 16(3): 33-49

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Special Patterns of Dynamic Brain Networks Discriminate Between Face and Non-face Processing: A Single-Trial EEG Study

Zhongliang Yin, Yue Wang, Minghao Dong, Shenghan Ren, Haihong Hu, Kuiying Yin, Jimin Liang

Frontiers in Neuroscience, 15

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Three-dimensional quantitative assessment of myocardial infarction via multimodality fusion imaging: methodology, validation, and preliminary clinical application

Zhenzhen Xu, Bo Tao, Chuanbin Liu, Dong Han, Jibin Zhang, Junsong Liu, Sulei Li, Weijie Li, Jing Wang, Jimin Liang, Feng Cao

Quantitative Imaging in Medicine and Surgery, 11(7)

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Visual experience modulates whole-brain connectivity dynamics: A resting-state fMRI study using the model of radiologists

Yue Wang, Chenwang Jin, Zhongliang Yin, Hongmei Wang, Ming Ji, Minghao Dong, Jimin Liang

Human Brain Mapping, 42(14): 4538-4554

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Accelerated Stimulated Raman Projection Tomography by Sparse Reconstruction From Sparse-View Data

Xueli Chen, Shouping Zhu, Huiyuan Wang, Cuiping Bao, Defu Yang, Chi Zhang, Peng Lin, Ji-Xin Cheng, Yonghua Zhan, Jimin Liang, Jie Tian

IEEE Transactions on Biomedical Engineering, 67(5): 1293-1302

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GATCluster: Self-supervised Gaussian-Attention Network for Image Clustering

Chuang Niu, Jun Zhang, Ge Wang, Jimin Liang

Computer Vision – ECCV 2020, 735–751

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Medical Image Segmentation based on U-Net: A Review

Getao Du, Xu Cao, Jimin Liang, Xueli Chen, Yonghua Zhan

Journal of Imaging Science and Technology, 64: 20508-1-20508-12

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Short-range and long-range neuronal oscillatory coupling in multiple frequency bands during face perception

Zhongliang Yin, Ying Wang, Minghao Dong, Yubo Wang, Shenghan Ren, Jimin Liang

International Journal of Psychophysiology, 152: 26-35

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System Response Matrix Calculation Based on Distance-Driven Model and Solid Angle Model for Dual-Head PET System

Fanzhen Meng, Shouping Zhu, Jian Cheng, Xu Cao, Wei Qin, Jimin Liang

IEEE Transactions on Radiation and Plasma Medical Sciences, 4(1): 81-90

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