周然｜湖北工业大学｜学者主页

2026

MCP-Net: A multi-task network for carotid plaque classification via morphological and compositional priors

Hai-Tao Gan, Jie Dai, Zhi Yang, Ran Zhou, Chunting Liu

Biomedical Signal Processing and Control

DOI

2026

Robust carotid plaque classification network via structural similarity and manifold-regularized transition matrix

Ran Zhou, Yongrui Lv, Furong Wang, Nan Li, Cong Wu, Ji Wang, Haitao Gan

Expert systems with applications

DOI

2026

WML-Net: Weakly supervised multi-task learning network for carotid plaque segmentation and classification

Hai-Tao Gan, Liang Liu, Furong Wang, Zhi Yang, Ran Zhou, Xiang-Yang Xu

Biomedical Signal Processing and Control

DOI

2026

EGMA-Net: Edge-guided multi-branch attention fusion network for gestational age prediction from fetal MRI

Jinting Chen, Qing-Song Gao, Ran Zhou, Yang Liu, Wei Xia, Yu Guo, Yi Liu, Zhongwei Huang, Hai-Tao Gan

Digit. Signal Process.

DOI

2026

MRI-based fetal gestational age estimation using a structure-aware self-supervised network.

Hai-Tao Gan, Yi Liu, Qing-Song Gao, Wei Xia, Yu Guo, Zhi-Wei Ye, Zhi Yang, Ran Zhou

European Radiology

DOI

2026

Adaptive Spectral Graph Attention Filtering Network for Alzheimer's Disease Classification Using Multimodal Data.

Zhi Yang, Bo Cheng, Hai-Tao Gan, Zhongwei Huang, Ran Zhou, Ji Wang

IEEE journal of biomedical and health informatics

DOI

2026

Global and local pseudo-label filtering for semi-supervised carotid plaque classification from ultrasound

Ran Zhou, Wei Deng, Wenjie Yu, Furong Wang, Xinyao Cheng, Haitao Gan, Zhiwei Ye, Aaron Fenster

Computer Methods and Programs in Biomedicine

DOI

2026

Cascaded Deep Learning-Based Model for Classification and Segmentation of Plaques from Carotid Ultrasound Images

Bo-Wen Ren, Ran Zhou, Xinyao Cheng, Mingyue Ding, Bernard Chi Yuen Chiu

Bioengineering

DOI

2025

Adaptive feature selection with flexible mapping for diagnosis and prediction of Parkinson's disease

Zhongwei Huang, Jianqiang Li, Jiatao Yang, Jun Wan, Jianxia Chen, Zhi Yang, Ming Shi, Ran Zhou, Hai-Tao Gan

Engineering applications of artificial intelligence

DOI

2025

SML-Net: Semi-supervised multi-task learning network for carotid plaque segmentation and classification

Hai-Tao Gan, Liang Liu, Furong Wang, Zhi Yang, Zhongwei Huang, Ran Zhou

Comput. Medical Imaging Graph.

DOI

2025

Edge‐Guided Deep Learning Model to Predict Fetal Brain Age Using MRI

Hai-Tao Gan, Qing-Song Gao, Zhi Yang, Yiyuan Zhou, Ran Zhou, Yu Guo, Wei Xia

Journal of Neuroimaging

DOI

2025

A Multi-task Learning Framework for Carotid Plaque Area Measurement in Imbalanced Datasets

Xin-Yan Fan, Zhenyu Gan, Jiyu Tao, Xin-Yao Cheng, Ji Wang, Ran Zhou, Zhongwei Huang, Hai-Tao Gan

International Conference on Intelligent Computing

DOI

2025

Incomplete Multimodal Alzheimer's Disease Classification via Bidirectional GAN and Spectral Graph Learning

Bo Cheng, Zhi Yang, Hai-Tao Gan, Zhongwei Huang, Ran Zhou, Ming Shi, Lei Cheng

International Conference on Intelligent Computing

DOI

2025

Learning Robust Representations for Carotid Plaque Classification via Transition Matrix and Structural Similarity Regularization

Yongrui Lv, Ran Zhou, Cong Wu, Ji Wang, Hai-Tao Gan

IEEE International Joint Conference on Neural Network

DOI

2025

Parkinson's disease classification and prediction via adaptive sparse learning from multiple modalities

Zhongwei Huang, Jianqiang Li, Jiatao Yang, Jun Wan, Jianxia Chen, Zhi Yang, Ming Shi, Ran Zhou, Hai-Tao Gan

Biomedical Signal Processing and Control

DOI

2025

FeaCL: Carotid plaque classification from ultrasound images using feature-level and instance-level contrast learning

Cheng Li, Kai Wang, Hai-Tao Gan, Ran Zhou, Xin-Yao Cheng, Zhi Yang

Comput. Medical Imaging Graph.

DOI

2025

Localized Neighborhood Label Distribution Learning with Manifold-Regularization for Fetal Brain Age Estimation from MRI

Yiyuan Zhou, Ran Zhou, Wei Xia, Yu Guo, Zhongwei Huang, Hai-Tao Gan

International Conference on Intelligent Computing

DOI

2025

Incomplete multi-view feature selection with adaptive consensus graph constraint for Parkinson's disease diagnosis

Zhongwei Huang, Jianqiang Li, Jun Wan, Jianxia Chen, Zhi Yang, Ming Shi, Ran Zhou, Hai-Tao Gan

Applied Soft Computing

DOI

2025

A Region and Category Confidence-Based Multi-Task Network for Carotid Ultrasound Image Segmentation and Classification

Haitao Gan, Ran Zhou, Yanghan Ou, Furong Wang, Xinyao Cheng, Lingchao Fu, Aaron Fenster

IEEE Journal of Biomedical and Health Informatics

DOI

2025

Incomplete Multi-View Data Learning via Adaptive Embedding and Partial l 2,1 Norm Constraints for Parkinson’s Disease Diagnosis

Zhongwei Huang, Kai Wang, Chao Chen, Jianxia Chen, Jun Wan, Zhi Xiang Yang, Ran Zhou, Haitao Gan

IEEE Journal of Biomedical and Health Informatics

DOI

2025

VWV-SSL: Carotid vessel-wall-volume segmentation via sequence structural similarity and augmentation consistency-based self-supervised learning

Ran Zhou, Furong Wang, Jing Ding, Zhongwei Huang, Haitao Gan, Fumin Guo, Aaron Fenster

IEEE Journal of Biomedical and Health Informatics

DOI

2024

Alzheimer's disease classification based on brain region-to-sample graph convolutional network

Zhi Yang, Wenya Liu, Hai-Tao Gan, Zhongwei Huang, Ran Zhou, Ming Shi

Biomedical Signal Processing and Control

DOI

2024

Dual uncertainty-guided multi-model pseudo-label learning for semi-supervised medical image segmentation.

Zhanhong Qiu, Weiyan Gan, Zhi Yang, Ran Zhou, Hai-Tao Gan

Mathematical biosciences and engineering : MBE

DOI

2024

Tri-correcting: Label noise correction via triple CNN ensemble for carotid plaque ultrasound image classification

Ran Zhou, Weiyan Gan, Furong Wang, Zhi Yang, Zhongwei Huang, Hai-Tao Gan

Biomedical Signal Processing and Control

DOI

2024

A self-supervised fusion network for carotid plaque ultrasound image classification.

Yue Zhang, Hai-Tao Gan, Furong Wang, Xin-Yao Cheng, Xiaoyan Wu, JiaXuan Yan, Zhi Yang, Ran Zhou

Mathematical biosciences and engineering : MBE

DOI

2024

An Alzheimer's Disease classification network based on MRI utilizing diffusion maps for multi-scale feature fusion in graph convolution.

Zhi Yang, Kang Li, Hai-Tao Gan, Zhongwei Huang, Ming Shi, Ran Zhou

Mathematical biosciences and engineering : MBE

DOI

2024

JoCoRank: Joint correlation learning with ranking similarity regularization for imbalanced fetal brain age regression

Ran Zhou, Yang Liu, Wei Xia, Yu Guo, Zhongwei Huang, Hai-Tao Gan, Aaron Fenster

Comput. Biol. Medicine

DOI

2024

Adaptive Sparse Learning Based on Flexible Graph Embedding for Parkinson’s Disease Diagnosis

Zhongwei Huang, Jianqiang Li, Jiatao Yang, Ran Zhou, Jun Wan, Hai-Tao Gan

IEEE International Joint Conference on Neural Network

DOI

2024

Contrastive pre-training of Soft-Clustering GCN for diagnosing Alzheimer’s disease

Si-Hui Ge, Zhi Yang, Hai-Tao Gan, Zhongwei Huang, Ran Zhou, Ji Wang

IEEE International Joint Conference on Neural Network

DOI

2024

A balanced sample generation method for semi-supervised carotid ultrasound image classification via pseudo-label distribution and model confidence

Wenjie Yu, Zhenyu Gan, Ran Zhou

Journal of Physics: Conference Series

DOI

2024

WAL-Net: Weakly supervised auxiliary task learning network for carotid plaques classification

Haitao Gan, Lingchao Fu, Ran Zhou, Weiyan Gan, Furong Wang, Xiaoyan Wu, Zhi Xiang Yang, Zhongwei Huang

Engineering Applications of Artificial Intelligence

DOI

2023

PDFF‐CNN: An attention‐guided dynamic multi‐orientation feature fusion method for gestational age prediction on imbalanced fetal brain MRI dataset

Ziteng Feng, Ran Zhou, Wei Xia, Siru Wang, Yang Liu, Zhongwei Huang, Hai-Tao Gan

Medical Physics (Lancaster)

DOI

2023

SAL-Net: Semi-Supervised Auxiliary Learning Network for Carotid Plaques Classification

Lingchao Fu, Hai-Tao Gan, Weiyan Gan, Zhi Yang, Ran Zhou, Furong Wang

IEEE International Conference on Systems, Man and Cybernetics

DOI

2023

LDW-RS Loss: Label Density-Weighted Loss with Ranking Similarity Regularization for Imbalanced Deep Fetal Brain Age Regression

Yang Liu, Siru Wang, Wei Xia, Aaron Fenster, Hai-Tao Gan, Ran Zhou

International Conference on Neural Information Processing

DOI

2023

Semi-Supervised Carotid Plaque Image Classification Using Feature Correction and Pseudo-Label Balance Correction

Wenjie Yu, Weiyan Gan, Furong Wang, Zhi Yang, Ming Shi, Ran Zhou

IEEE International Conference on Systems, Man and Cybernetics

DOI

2023

An image registration-based self-supervised Su-Net for carotid plaque ultrasound image segmentation

Jing Ding, Ran Zhou, Xiaoyue Fang, Furong Wang, Ji Wang, Haitao Gan, Aaron Fenster

Computer Methods and Programs in Biomedicine

DOI

2023

DSCA-Net: Double-stage Codec Attention Network for automatic nuclear segmentation

Zhiwei Ye, Bin Hu, Haigang Sui, Mengqing Mei, Liye Mei, Ran Zhou

Biomedical Signal Processing and Control

DOI

2023

An adaptively weighted ensemble of multiple CNNs for carotid ultrasound image segmentation

Ran Zhou, Furong Wang, Xiaoyue Fang, Aaron Fenster, Haitao Gan

Biomedical Signal Processing and Control

DOI

2023

Carotid Vessel-Wall-Volume Ultrasound Measurement via a UNet++ Ensemble Algorithm Trained on Small Data Sets

Ran Zhou, Fumin Guo, Mahmoud Reza Azarpazhooh, John David Spence, Haitao Gan, Mingyue Ding, Aaron Fenster

Ultrasound in Medicine & Biology

DOI

2023

Mutual-DTI: A mutual interaction feature-based neural network for drug-target protein interaction prediction

Jiahui Wen, Haitao Gan, Zhi Yong Yang, Ran Zhou, Jing Zhao, Zhiwei Ye

Mathematical Biosciences & Engineering

DOI

2023

SSTVC: Carotid Plaque Classification from Ultrasound Images Using Self-supervised Triple-View Contrast Learning

Cheng Li, Xiaoyue Fang, Ran Zhou, Zhi Qiang Yang, Haitao Gan

Lecture notes in computer science

DOI

2023

Safe semi-supervised clustering based on Dempster–Shafer evidence theory

Haitao Gan, Zhi Xiang Yang, Ran Zhou, Li Guo, Zhiwei Ye, Rui Huang

Engineering Applications of Artificial Intelligence

DOI

2022

Hierarchical Pooling Graph Convolutional Neural Network for Alzheimer's Disease Diagnosis

Wenya Liu, Zhi Yang, Hai-Tao Gan, Zhongwei Huang, Ran Zhou, Ming Shi

Pacific Rim International Conference on Artificial Intelligence

DOI

2022

AI (Artificial Intelligence) Transformation in Radiology: Image Diagnosis in Healthcare

Bakare Pamela Tinashe, Cong Wu, Ran Zhou

DOI

2022

An auxiliary learning network for carotid ultrasound image classification

Yanghan Ou, Haitao Gan, Ran Zhou, Xiaoyue Fang

China Automation Congress (CAC)

DOI

2022

Ultrasound carotid plaque segmentation via image reconstruction-based self-supervised learning with limited training labels

Ran Zhou, Yanghan Ou, Xiaoyue Fang, Mahmoud Reza Azarpazhooh, Haitao Gan, Zhiwei Ye, John David Spence, Xiangyang Xu, Aaron Fenster

Mathematical Biosciences & Engineering

DOI

2022

An improved self-supervised learning for EEG classification

Yanghan Ou, Siqin Sun, Haitao Gan, Ran Zhou, Zhi Qiang Yang

Mathematical Biosciences & Engineering

DOI

2022

Time-of-flight completion in ultrasound computed tomography based on the singular value threshold algorithm

Xiaoyue Fang, Ran Zhou, Haitao Gan, Mingyue Ding, Ming Yuchi

Mathematical Biosciences & Engineering

DOI

2022

MSRAformer: Multiscale spatial reverse attention network for polyp segmentation

Cong Wu, Long Cheng, Shijun Li, Junjie Yang, Fagang Jiang, Ran Zhou

Computers in Biology and Medicine

DOI

2021

Multilevel Strip Pooling-Based Convolutional Neural Network for the Classification of Carotid Plaque Echogenicity

Wei Ma, Xinyao Cheng, Xiangyang Xu, Furong Wang, Ran Zhou, Aaron Fenster, Mingyue Ding

Computational and Mathematical Methods in Medicine

DOI

2021

Deep Learning-Based Carotid Plaque Segmentation from B-Mode Ultrasound Images

Ran Zhou, Mahmoud Reza Azarpazhooh, John David Spence, Samineh Hashemi, Wei Ma, Xinyao Cheng, Haitao Gan, Mingyue Ding, Aaron Fenster

Ultrasound in Medicine & Biology

DOI

2021

Deep Learning-Based Measurement of Total Plaque Area in B-Mode Ultrasound Images

Ran Zhou, Fumin Guo, Mahmoud Reza Azarpazhooh, Samineh Hashemi, Xinyao Cheng, John David Spence, Mingyue Ding, Aaron Fenster

IEEE Journal of Biomedical and Health Informatics

DOI

2020

基于深度学习的颈动脉超声图像斑块分割算法

蔡梦媛，周然，程新耀，丁明跃

《生命科学仪器》

2020

三维颈动脉超声图像分割与特征提取方法研究

周然

《华中科技大学》

2019

超声图像中颈动脉血管自动识别算法研究

刘琼，戴柯，周然，黄文健，丁明跃

《生命科学仪器》

精选作品

期刊论文

MCP-Net: A multi-task network for carotid plaque classification via morphological and compositional priors

Robust carotid plaque classification network via structural similarity and manifold-regularized transition matrix

WML-Net: Weakly supervised multi-task learning network for carotid plaque segmentation and classification

EGMA-Net: Edge-guided multi-branch attention fusion network for gestational age prediction from fetal MRI

MRI-based fetal gestational age estimation using a structure-aware self-supervised network.

Adaptive Spectral Graph Attention Filtering Network for Alzheimer's Disease Classification Using Multimodal Data.

Global and local pseudo-label filtering for semi-supervised carotid plaque classification from ultrasound

Cascaded Deep Learning-Based Model for Classification and Segmentation of Plaques from Carotid Ultrasound Images

Adaptive feature selection with flexible mapping for diagnosis and prediction of Parkinson's disease

SML-Net: Semi-supervised multi-task learning network for carotid plaque segmentation and classification

Edge‐Guided Deep Learning Model to Predict Fetal Brain Age Using MRI

A Multi-task Learning Framework for Carotid Plaque Area Measurement in Imbalanced Datasets

Incomplete Multimodal Alzheimer's Disease Classification via Bidirectional GAN and Spectral Graph Learning

Learning Robust Representations for Carotid Plaque Classification via Transition Matrix and Structural Similarity Regularization

Parkinson's disease classification and prediction via adaptive sparse learning from multiple modalities

FeaCL: Carotid plaque classification from ultrasound images using feature-level and instance-level contrast learning

Localized Neighborhood Label Distribution Learning with Manifold-Regularization for Fetal Brain Age Estimation from MRI

Incomplete multi-view feature selection with adaptive consensus graph constraint for Parkinson's disease diagnosis

A Region and Category Confidence-Based Multi-Task Network for Carotid Ultrasound Image Segmentation and Classification

Incomplete Multi-View Data Learning via Adaptive Embedding and Partial l 2,1 Norm Constraints for Parkinson’s Disease Diagnosis

VWV-SSL: Carotid vessel-wall-volume segmentation via sequence structural similarity and augmentation consistency-based self-supervised learning

Alzheimer's disease classification based on brain region-to-sample graph convolutional network

Dual uncertainty-guided multi-model pseudo-label learning for semi-supervised medical image segmentation.

Tri-correcting: Label noise correction via triple CNN ensemble for carotid plaque ultrasound image classification

A self-supervised fusion network for carotid plaque ultrasound image classification.

An Alzheimer's Disease classification network based on MRI utilizing diffusion maps for multi-scale feature fusion in graph convolution.

JoCoRank: Joint correlation learning with ranking similarity regularization for imbalanced fetal brain age regression

Adaptive Sparse Learning Based on Flexible Graph Embedding for Parkinson’s Disease Diagnosis

Contrastive pre-training of Soft-Clustering GCN for diagnosing Alzheimer’s disease

A balanced sample generation method for semi-supervised carotid ultrasound image classification via pseudo-label distribution and model confidence

WAL-Net: Weakly supervised auxiliary task learning network for carotid plaques classification

PDFF‐CNN: An attention‐guided dynamic multi‐orientation feature fusion method for gestational age prediction on imbalanced fetal brain MRI dataset

SAL-Net: Semi-Supervised Auxiliary Learning Network for Carotid Plaques Classification

LDW-RS Loss: Label Density-Weighted Loss with Ranking Similarity Regularization for Imbalanced Deep Fetal Brain Age Regression

Semi-Supervised Carotid Plaque Image Classification Using Feature Correction and Pseudo-Label Balance Correction

An image registration-based self-supervised Su-Net for carotid plaque ultrasound image segmentation

DSCA-Net: Double-stage Codec Attention Network for automatic nuclear segmentation

An adaptively weighted ensemble of multiple CNNs for carotid ultrasound image segmentation

Carotid Vessel-Wall-Volume Ultrasound Measurement via a UNet++ Ensemble Algorithm Trained on Small Data Sets

Mutual-DTI: A mutual interaction feature-based neural network for drug-target protein interaction prediction

SSTVC: Carotid Plaque Classification from Ultrasound Images Using Self-supervised Triple-View Contrast Learning

Safe semi-supervised clustering based on Dempster–Shafer evidence theory

Hierarchical Pooling Graph Convolutional Neural Network for Alzheimer's Disease Diagnosis

AI (Artificial Intelligence) Transformation in Radiology: Image Diagnosis in Healthcare

An auxiliary learning network for carotid ultrasound image classification

Ultrasound carotid plaque segmentation via image reconstruction-based self-supervised learning with limited training labels

An improved self-supervised learning for EEG classification

Time-of-flight completion in ultrasound computed tomography based on the singular value threshold algorithm

MSRAformer: Multiscale spatial reverse attention network for polyp segmentation

Multilevel Strip Pooling-Based Convolutional Neural Network for the Classification of Carotid Plaque Echogenicity

Deep Learning-Based Carotid Plaque Segmentation from B-Mode Ultrasound Images

Deep Learning-Based Measurement of Total Plaque Area in B-Mode Ultrasound Images

基于深度学习的颈动脉超声图像斑块分割算法

三维颈动脉超声图像分割与特征提取方法研究

超声图像中颈动脉血管自动识别算法研究

会议论文

A Multi-Orientation Feature Fusion CNN for Gestational Age Prediction from Fetal MRI Images

研究方向