刘慧｜山东财经大学｜学者主页

2026

Multi-granularity fusion network with mixed multi-hop graph convolution for hyperspectral image classification

Yongxia Zhang, Qingfang Bai, Qiang Guo, Hui Liu

Pattern Recognition

DOI

2026

MonoRelief V2: Leveraging Real Data for High-Fidelity Monocular Relief Recovery

Yu‐Wei Zhang, Tongju Han, Lipeng Gao, Mingqiang Wei, Hui Liu, Changbao Li, Caiming Zhang

IEEE Transactions on Visualization and Computer Graphics

DOI

2026

Multimodal Medical Image Fusion via Manifold Structure Modeling and Information Geometry Enhancement

Xiaowen Sun, Hui Liu, Gongguan Chen, Yurui Sheng, Caiming Zhang

IEEE Transactions on Circuits and Systems for Video Technology

DOI

2026

基于谱嵌入相似度的多层对比多视图聚类

任晓阳，林毓秀，于晓，刘慧

《计算机研究与发展》

2025

Imaging coupled filtering: A unified multi-channel framework for multimodal medical image registration and fusion

Hui Liu, Jicheng Zhu, Hengtai Li, Christian Desrosiers, Caiming Zhang

Signal Processing

DOI

2025

M$^{2}$SegMamba: Mamba-Based Incomplete Multimodal Learning for Brain Tumor Segmentation With Few Samples

Xinyue Zhang, Ali Bahri, Christian Desrosiers, Hui Liu, Fangxun Bao

IEEE Journal of Biomedical and Health Informatics

DOI

2025

Dynamic prompt allocation and tuning for continual test-time adaptation

Chaoran Cui, Yongrui Zhen, Shuai Gong, Chunyun Zhang, Hui Liu, Yilong Yin

Science China Information Sciences

DOI

2025

MMRelief: Modeling Multi-Human Relief from a Single Photograph

Yu‐Wei Zhang, Yanqing Liu, Hongguang Yang, Hui Liu, Zhongping Ji, Mingqiang Wei, Yanzhao Chen, Caiming Zhang

Computational Visual Media

DOI

2025

MonoRelief: Recovering 2.5D Relief From a Single Image

Lipeng Gao, Yu‐Wei Zhang, Mingqiang Wei, Hui Liu, Yanzhao Chen, Huadong Qiu, Caiming Zhang

IEEE Transactions on Visualization and Computer Graphics

DOI

2025

When Adversarial Training Meets Prompt Tuning: Adversarial Dual Prompt Tuning for Unsupervised Domain Adaptation

Chaoran Cui, Ziyi Liu, Shuai Gong, Lei Zhu, Chunyun Zhang, Hui Liu

IEEE Transactions on Image Processing

DOI

2025

Leveraging Transformer-based autoencoders for low-rank multi-view subspace clustering

Yuxiu Lin, Hui Liu, Xiao Jin Yu, Caiming Zhang

Pattern Recognition

DOI

2025

PEAR: Planner-Executor Agent Robustness Benchmark

Shen Dong, Mingxuan Zhang, Peng-Fei He, Li Ma, B. Thuraisingham, Hui Liu, Yue Xing

Conference of the European Chapter of the Association for Computational Linguistics

DOI

2025

Red-Teaming LLM Multi-Agent Systems via Communication Attacks

Peng-Fei He, Yu-Ping Lin, Shen Dong, Han Xu, Yue Xing, Hui Liu

Annual Meeting of the Association for Computational Linguistics

DOI

2025

Memory Injection Attacks on LLM Agents via Query-Only Interaction

Shen Dong, Shao-Chen Xu, Peng-Fei He, Yi-Ge Li, Ji-Liang Tang, Tian-Ming Liu, Hui Liu, Zhen Xiang

Neural Information Processing Systems

DOI

2025

Towards Context-Robust LLMs: A Gated Representation Fine-tuning Approach

Sheng-Lai Zeng, Peng-Fei He, Kai Guo, Tianqi Zheng, Han-Qing Lu, Yue Xing, Hui Liu

Annual Meeting of the Association for Computational Linguistics

DOI

2025

Comprehensive Vulnerability Analysis is Necessary for Trustworthy LLM-MAS

Peng-Fei He, Yue Xing, Shen Dong, Juanhui Li, Zhen-Wei Dai, Xian-Feng Tang, Hui Liu, Han Xu, Zhen Xiang, Charu C. Aggarwal, Hui Liu

arXiv.org

DOI

2025

面向多模态预训练的子图匹配式对比学习方法研究

陈公冠，刘慧，李恒泰，郭强，张彩明

《计算机学报》

2024

Multiview Feature Decoupling for Deep Subspace Clustering

Yuxiu Lin, Hui Liu, Ren Wang, Qiang Guo, Caiming Zhang

IEEE Transactions on Multimedia

DOI

2024

Robust multi-view clustering with hyper-Laplacian regularization

Xiao Jin Yu, Hui Liu, Yan Zhang, Yuan Gao, Caiming Zhang

Information Sciences

DOI

2024

MFCPNet: Real time medical image segmentation network via multi-scale feature fusion and channel pruning

Linlin Hou, Zishen Yan, Christian Desrosiers, Hui Liu

Biomedical Signal Processing and Control

DOI

2024

Hubness-Enabled Clustering and Recovery for Large-Scale Incomplete Multi-View Data

Xiao Jin Yu, Hui Liu, Yan Zhang, Yuxiu Lin, Caiming Zhang

ACM Transactions on Knowledge Discovery from Data

DOI

2024

Similarity-Induced Weighted Consensus Laplacian Matrix Learning for Multiview Clustering

Hui Liu, Xiao Jin Yu, Yuxiu Lin, Xuemeng Song, Liqiang Nie

IEEE Transactions on Systems Man and Cybernetics Systems

DOI

2024

Pre-Trained Transformer-Based Parallel Multi-Channel Adaptive Image Sequence Interpolation Network

Hui Liu, Gongguan Chen, Meng Liu, Liqiang Nie

IEEE Transactions on Circuits and Systems for Video Technology

DOI

2024

Complementary Blind-Spot Network for Self-Supervised Real Image Denoising

Linwei Fan, Jin Cui, Huiyu Li, Xiaoyu Yan, Hui Liu, Caiming Zhang

IEEE Transactions on Circuits and Systems for Video Technology

DOI

2024

Bidirectional image denoising with blurred image feature

Linwei Fan, Xiaoyu Yan, Huiyu Li, Yongxia Zhang, Hui Liu, Caiming Zhang

Pattern Recognition

DOI

2024

基于孤立损失和深度自编码器的医保欺诈识别算法

柳叶，王亚楠，候文慧，刘慧，王坚强

《系统工程理论与实践》，Vol. 44, No. 11

下载原文

2023

Causal relationship analysis of high-dimensional time series based on quantile factor model

Hui Liu, Liang Huiling, Liu Li-wei, Zhao Jia, Huaijun Ruan

Knowledge-Based Systems

DOI

2023

Modeling multi-style portrait relief from a single photograph

Yu‐Wei Zhang, Hongguang Yang, Ping Luo, Zhi Li, Hui Liu, Zhongping Ji, Caiming Zhang

Graphical Models

DOI

2023

Multi-view clustering via efficient representation learning with anchors

Xiao Jin Yu, Hui Liu, Yan Zhang, Shanbao Sun, Caiming Zhang

Pattern Recognition

DOI

2023

ALAE: self-attention reconstruction network for multivariate time series anomaly identification

Kai Jiang, Hui Liu, Huaijun Ruan, Jia Zhao, Yuxiu Lin

Soft Computing

DOI

2023

DDIFN: A Dual-discriminator Multi-modal Medical Image Fusion Network

Hui Liu, Shanshan Li, Jicheng Zhu, Kai Ying Deng, Meng Liu, Liqiang Nie

ACM Transactions on Multimedia Computing Communications and Applications

DOI

2022

Sample-level weights learning for multi-view clustering on spectral rotation

Xiao Jin Yu, Hui Liu, Yuxiu Lin, Nan Liu, Shanbao Sun

Information Sciences

DOI

2022

Image Restoration Using Probability-Inducing Nuclear Norm Minimization

Zhongxing Zhang, Hui Liu, Qiang Guo

Proceedings - International Conference on Image Processing

DOI

2022

Neural Modeling of Portrait Bas-Relief From a Single Photograph

Yu‐Wei Zhang, Ping Luo, Hao Zhou, Zhongping Ji, Hui Liu, Yanzhao Chen, Caiming Zhang

IEEE Transactions on Visualization and Computer Graphics

DOI

2022

Dual‐stage time series analysis on multifeature adaptive frequency domain modeling

Hui Liu, Yuxiu Lin, Xin Liu, Jia Zhao, Huaijun Ruan

International Journal of Intelligent Systems

DOI

2022

Auto-weighted sample-level fusion with anchors for incomplete multi-view clustering

Xiao Jin Yu, Hui Liu, Yuxiu Lin, Yan Wu, Caiming Zhang

Pattern Recognition

DOI

2022

一致性引导的自适应加权多视图聚类

于晓，刘慧，林毓秀，张彩明

《计算机研究与发展》

2021

Neural Modelling of Flower Bas‐relief from 2D Line Drawing

Yu‐Wei Zhang, Jinlei Wang, Wenping Wang, Yanzhao Chen, Hui Liu, Zhongping Ji, Caiming Zhang

Computer Graphics Forum

DOI

2021

Slice Interpolation for Medical Image based on Spatial Geometry Polynomial Fitting

Hui Liu, Yuxiu Lin, Shanshan Li, Caiming Zhang

DOI

2021

Fine-grained similarity fusion for Multi-view Spectral Clustering

Xiao Jin Yu, Hui Liu, Yan Wu, Caiming Zhang

Information Sciences

DOI

2021

Super-Resolution Reconstruction Using Probability Model Combined with Nonlocal Low-Rank Prior

Zhongxing Zhang, Hui Liu, Qiang Guo, Yuxiu Lin

Journal of Computer-Aided Design & Computer Graphics

DOI

2020

Kernel‐based low‐rank tensorized multiview spectral clustering

Xiao Jin Yu, Hui Liu, Yan Wu, Huaijun Ruan

International Journal of Intelligent Systems

DOI

2020

Improved clustering algorithms for image segmentation based on non-local information and back projection

Xiaofeng Zhang, Yujuan Sun, Hui Liu, Zhongjun Hou, Feng Zhao, Caiming Zhang

Information Sciences

DOI

2020

Video frame interpolation via optical flow estimation with image inpainting

Xiaozhang Liu, Hui Liu, Yuxiu Lin

International Journal of Intelligent Systems

DOI

2020

Low dose 4D-CT super-resolution reconstruction via inter-plane motion estimation based on optical flow

Hui Liu, Yuxiu Lin, Bulat Ibragimov, Caiming Zhang

Biomedical Signal Processing and Control

DOI

2020

A fast solution for Chinese calligraphy relief modeling from 2D handwriting image

Yu‐Wei Zhang, Jinlei Wang, Wenfei Long, Hui Liu, Caiming Zhang, Yanzhao Chen

The Visual Computer

DOI

2020

Chromatin 3D structure reconstruction with consideration of adjacency relationship among genomic loci

Fangzhen Li, Zhi-E Liu, Xiu-Yuan Li, Li-Mei Bu, Hongxia Bu, Hui Liu, Caiming Zhang

BMC Bioinformatics

DOI

2020

Superpixel Region Merging Based on Deep Network for Medical Image Segmentation

Hui Liu, Haiou Wang, Yan Wu, Lei Xing

ACM Transactions on Intelligent Systems and Technology

DOI

2020

From 2.5D Bas‐relief to 3D Portrait Model

Yu‐Wei Zhang, Wenping Wang, Yanzhao Chen, Hui Liu, Zhongping Ji, Caiming Zhang

Computer Graphics Forum

DOI

2020

Single Image Super-Resolution Reconstruction Using Nonlocal Low-Rank Prior

Zhongxing Zhang, Hui Liu, Qiang Guo, Yuxiu Lin

Lecture notes in computer science

DOI

2019

Adaptive wavelet transform model for time series data prediction

Xin Liu, Hui Liu, Qiang Guo, Caiming Zhang

Soft Computing

DOI

2019

Models for multiple attribute decision making with picture fuzzy information

Hui Liu, Haiou Wang, Yixuan Yuan, Caiming Zhang

Journal of Intelligent & Fuzzy Systems

DOI

2019

Multiple features fusion based video face tracking

Tianping Li, Pingping Zhou, Hui Liu

Multimedia Tools and Applications

DOI

2019

Research on a Face Real-time Tracking Algorithm Based on Particle Filter Multi-Feature Fusion

Tao Wang, Wen Wang, Hui Liu, Tianping Li

Sensors

DOI

2019

Portrait Relief Modeling from a Single Image

Yu‐Wei Zhang, Caiming Zhang, Wenping Wang, Yanzhao Chen, Zhongping Ji, Hui Liu

IEEE Transactions on Visualization and Computer Graphics

DOI

2019

Stock Volatility Prediction by Hybrid Neural Network

Yu-Jie Wang, Hui Liu, Qiang Guo, Shenxiang Xie, Xiaofeng Zhang

IEEE Access

DOI

2019

Cyclic DenseNet for Tumor Detection and Identification

Di Jiang, Hui Liu, Qiang Guo, Caiming Zhang

Lecture notes in computer science

DOI

2019

Stock Prediction Model Based on Wavelet Packet Transform and Improved Neural Network

Xin Liu, Hui Liu, Qiang Guo, Caiming Zhang

Lecture notes in computer science

DOI

2018

Learning deconvolutional deep neural network for high resolution medical image reconstruction

Hui Liu, Jun Xu, Yan Wu, Qiang Guo, Bulat Ibragimov, Lei Xing

Information Sciences

DOI

2018

Quantitative 3-D shape features based tumor identification in the fog computing architecture

Jun Xu, Hui Liu, Weiran Shao, Kai Ying Deng

Journal of Ambient Intelligence and Humanized Computing

DOI

2017

Patch-based fuzzy clustering for image segmentation

Xiaofeng Zhang, Qiang Guo, Yujuan Sun, Hui Liu, Gang Wang, Qingtang Su, Caiming Zhang

Soft Computing

DOI

2017

Medical image resolution enhancement for healthcare using nonlocal self-similarity and low-rank prior

Hui Liu, Qiang Guo, Guangli Wang, Brij Bhooshan Gupta, Caiming Zhang

Multimedia Tools and Applications

DOI

2017

Modeling Chinese calligraphy reliefs from one image

Yu‐Wei Zhang, Yanzhao Chen, Hui Liu, Zhongping Ji, Caiming Zhang

Computers & Graphics

DOI

2017

Optimization of 3D Reconstruction Technique for CT Image and Analysis of the Derived Model

Jin Kao Zhao, Yuan Guoqiang, Hui Liu

IEEE International Conference on Computational Science and Engineering (CSE) and IEEE International Conference on Embedded and Ubiquitous Computing (EUC)

DOI

2017

A fast weak-supervised pulmonary nodule segmentation method based on modified self-adaptive FCM algorithm

Hui Liu, Fenghuan Geng, Qiang Guo, Wei Zhang, Caiming Zhang

Soft Computing

DOI

2017

Super resolution reconstruction of medical image based on adaptive quad-tree decomposition

Jingqi Song, Hui Liu, Kai Ying Deng, Caiming Zhang

Journal of Computational Methods in Sciences and Engineering

DOI

2017

Research on Modified Fuzzy C-means Algorithm in Lung Nodules Computer-aided Diagnosis (CAD) System

Qing Li, Hui Liu

International Conference on Machinery, Materials and Computing Technology (ICMMCT)

DOI

2016

Defect Detection in Tire X-Ray Images Using Weighted Texture Dissimilarity

Qiang Guo, Caiming Zhang, Hui Liu, Xiaofeng Zhang

Journal of Sensors

DOI

2015

An Efficient SVD-Based Method for Image Denoising

Qiang Guo, Caiming Zhang, Yunfeng Zhang, Hui Liu

IEEE Transactions on Circuits and Systems for Video Technology

DOI

2015

Research on a Pulmonary Nodule Segmentation Method Combining Fast Self-Adaptive FCM and Classification

Hui Liu, Caiming Zhang, Zhiyuan Su, Kai Wang, Kai Ying Deng

Computational and Mathematical Methods in Medicine

DOI

2014

Bas-Relief Generation and Shape Editing through Gradient-Based Mesh Deformation

Yu‐Wei Zhang, Yiqi Zhou, Xuelin Li, Hui Liu, Lili Zhang

IEEE Transactions on Visualization and Computer Graphics

DOI

2012

Innovation and practice of the teaching monitoring method for the digital media technology programme

Hui Liu, Qing Li, Hua Han

International Journal of Continuing Engineering Education and Life-Long Learning

DOI

精选作品

期刊论文

Multi-granularity fusion network with mixed multi-hop graph convolution for hyperspectral image classification

MonoRelief V2: Leveraging Real Data for High-Fidelity Monocular Relief Recovery

Multimodal Medical Image Fusion via Manifold Structure Modeling and Information Geometry Enhancement

基于谱嵌入相似度的多层对比多视图聚类

Imaging coupled filtering: A unified multi-channel framework for multimodal medical image registration and fusion

M$^{2}$SegMamba: Mamba-Based Incomplete Multimodal Learning for Brain Tumor Segmentation With Few Samples

Dynamic prompt allocation and tuning for continual test-time adaptation

MMRelief: Modeling Multi-Human Relief from a Single Photograph

MonoRelief: Recovering 2.5D Relief From a Single Image

When Adversarial Training Meets Prompt Tuning: Adversarial Dual Prompt Tuning for Unsupervised Domain Adaptation

Leveraging Transformer-based autoencoders for low-rank multi-view subspace clustering

PEAR: Planner-Executor Agent Robustness Benchmark

Red-Teaming LLM Multi-Agent Systems via Communication Attacks

Memory Injection Attacks on LLM Agents via Query-Only Interaction

Towards Context-Robust LLMs: A Gated Representation Fine-tuning Approach

Comprehensive Vulnerability Analysis is Necessary for Trustworthy LLM-MAS

面向多模态预训练的子图匹配式对比学习方法研究

Multiview Feature Decoupling for Deep Subspace Clustering

Robust multi-view clustering with hyper-Laplacian regularization

MFCPNet: Real time medical image segmentation network via multi-scale feature fusion and channel pruning

Hubness-Enabled Clustering and Recovery for Large-Scale Incomplete Multi-View Data

Similarity-Induced Weighted Consensus Laplacian Matrix Learning for Multiview Clustering

Pre-Trained Transformer-Based Parallel Multi-Channel Adaptive Image Sequence Interpolation Network

Complementary Blind-Spot Network for Self-Supervised Real Image Denoising

Bidirectional image denoising with blurred image feature

基于孤立损失和深度自编码器的医保欺诈识别算法

Causal relationship analysis of high-dimensional time series based on quantile factor model

Modeling multi-style portrait relief from a single photograph

Multi-view clustering via efficient representation learning with anchors

ALAE: self-attention reconstruction network for multivariate time series anomaly identification

DDIFN: A Dual-discriminator Multi-modal Medical Image Fusion Network

Sample-level weights learning for multi-view clustering on spectral rotation

Image Restoration Using Probability-Inducing Nuclear Norm Minimization

Neural Modeling of Portrait Bas-Relief From a Single Photograph

Dual‐stage time series analysis on multifeature adaptive frequency domain modeling

Auto-weighted sample-level fusion with anchors for incomplete multi-view clustering

一致性引导的自适应加权多视图聚类

Neural Modelling of Flower Bas‐relief from 2D Line Drawing

Slice Interpolation for Medical Image based on Spatial Geometry Polynomial Fitting

Fine-grained similarity fusion for Multi-view Spectral Clustering

Super-Resolution Reconstruction Using Probability Model Combined with Nonlocal Low-Rank Prior

Kernel‐based low‐rank tensorized multiview spectral clustering

Improved clustering algorithms for image segmentation based on non-local information and back projection

Video frame interpolation via optical flow estimation with image inpainting

Low dose 4D-CT super-resolution reconstruction via inter-plane motion estimation based on optical flow

A fast solution for Chinese calligraphy relief modeling from 2D handwriting image

Chromatin 3D structure reconstruction with consideration of adjacency relationship among genomic loci

Superpixel Region Merging Based on Deep Network for Medical Image Segmentation

From 2.5D Bas‐relief to 3D Portrait Model

Single Image Super-Resolution Reconstruction Using Nonlocal Low-Rank Prior

Adaptive wavelet transform model for time series data prediction

Models for multiple attribute decision making with picture fuzzy information

Multiple features fusion based video face tracking

Research on a Face Real-time Tracking Algorithm Based on Particle Filter Multi-Feature Fusion

Portrait Relief Modeling from a Single Image

Stock Volatility Prediction by Hybrid Neural Network

Cyclic DenseNet for Tumor Detection and Identification

Stock Prediction Model Based on Wavelet Packet Transform and Improved Neural Network

Learning deconvolutional deep neural network for high resolution medical image reconstruction

Quantitative 3-D shape features based tumor identification in the fog computing architecture

Patch-based fuzzy clustering for image segmentation

Medical image resolution enhancement for healthcare using nonlocal self-similarity and low-rank prior

Modeling Chinese calligraphy reliefs from one image

Optimization of 3D Reconstruction Technique for CT Image and Analysis of the Derived Model

A fast weak-supervised pulmonary nodule segmentation method based on modified self-adaptive FCM algorithm

Super resolution reconstruction of medical image based on adaptive quad-tree decomposition

Research on Modified Fuzzy C-means Algorithm in Lung Nodules Computer-aided Diagnosis (CAD) System

Defect Detection in Tire X-Ray Images Using Weighted Texture Dissimilarity

An Efficient SVD-Based Method for Image Denoising

Research on a Pulmonary Nodule Segmentation Method Combining Fast Self-Adaptive FCM and Classification

Bas-Relief Generation and Shape Editing through Gradient-Based Mesh Deformation

Innovation and practice of the teaching monitoring method for the digital media technology programme

预印本

Federated User Behavior Modeling for Privacy-Preserving LLM Recommendation

研究方向