冉瑞生｜重庆师范大学｜学者主页

2026

基于改进粒子群算法的服务组合优化

祁翔，冉瑞生，刘震，彭顺顺

《计算机与数字工程》

2026

Facial data for autism spectrum disorder detection using machine learning, deep learning, and emerging large language and vision-language models: A systematic review

Munto Wondimagegn Bekele, Mengying Zhou, Wěi Li, Zhihai Lv, Yanjie Wei, Ruisheng Ran, Yi Pan, Wenhui Xi

Artificial Intelligence in Medicine

DOI

2026

Graph-embedded discriminative SPD autoencoder for image set classification

Weixiao Dai, Zeming Chen, Benchao Li, Bin Fang, Ruisheng Ran

Pattern Recognition

DOI

2026

Multi-cue behavior-aware transformer for autism spectrum disorder screening from facial videos

Munto Wondimagegn Bekele, Mengying Zhou, Ruisheng Ran, Zhihai Lv, Sufen Hu, Yi Pan, Wei Li, Yanjie Wei, Wenhui Xi

Displays

DOI

2026

A Study on SPD-based Activation Mapping Methods for EEG Interpretability

Xinru Wei, Ruisheng Ran

Communications in computer and information science

DOI

2026

A Gaussian Distribution-Based Oversampling Method on SPD Manifolds for Imbalanced Physiological Signal Classification

Jueqi Dong, Ruisheng Ran

Lecture notes in computer science

DOI

2026

SPD-CSM: A Class Saliency Map for Interpreting SPDNet in EEG Decoding

Sijing Chen, Ruisheng Ran

Communications in computer and information science

DOI

2026

SPD-DANN: An SPD manifold unsupervised domain adaptation method for cross subject motor imagery EEG decoding

Junshi Cheng, Ruisheng Ran, Bin Fang

Neural Networks

DOI

2026

KUMAP : Kernel Uniform Manifold Approximation and Projection for Medical Image Classification

Benchao Li, Yun Zou, Ruisheng Ran

Expert Systems

DOI

2026

Symmetric Positive Definite manifold deep metric learning for bearing fault diagnosis

Junshi Cheng, Ruisheng Ran, Bin Fang, Benchao Li

Engineering Applications of Artificial Intelligence

DOI

2025

基于多分支CNN与改进级联森林的故障诊断

丁伟哲，冉瑞生，胡子成

《石河子大学学报(自然科学版)》

DOI

2025

Multi-Branch Dual-Manifold Network with Hashing for Image Set Classification

Weixiao Dai, Zeming Chen, Yuanyuan Zheng, Xuhui Zou, Yipan Song, Ruisheng Ran

International Conference on Virtual Reality and Visualization

DOI

2025

SPD-DFNet: A SPD Manifold Dual Flow Unsupervised Domain Adaptation Network for EEG Decoding

Junshi Cheng, Jiahui Chen, Ruisheng Ran, Bin Fang

IEEE International Conference on Bioinformatics and Biomedicine (BIBM)

DOI

2025

R-SSAE: Riemannian Manifold Sparse Siamese Autoencoder for Autism Spectrum Disorder Diagnosis via Functional Connectivity

Yuanyuan Zheng, Zeming Chen, Yipan Song, Peilin Li, Weixiao Dai, Ruisheng Ran

IEEE International Conference on Bioinformatics and Biomedicine (BIBM)

DOI

2025

A Riemannian Multi-Scale RestNet with Manifold Attention Block for EEG Decoding

Xuhui Zou, Zeming Chen, Yipan Song, Tingting Zhang, Weixiao Dai, Ruisheng Ran

Conference proceedings/Conference proceedings - IEEE International Conference on Systems, Man, and Cybernetics

DOI

2025

Application of SPD Autoencoder and Hashing in Image Set Classification

Weixiao Dai, Nana Liu, Jun Ni, Yan Xi Deng, Zeming Chen, Ruisheng Ran

International Conference on Internet of Things, Automation and Artificial Intelligence (IoTAAI)

DOI

2025

Multi-frequency Attention Approach for Enhanced Ultrasound Image Segmentation

Zicheng Hu, Yian Deng, Ruisheng Ran, Nana Liu, Xinru Wei, Jieyun Bai, Wenfeng Zhang, Wei Hu

Lecture notes in computer science

DOI

2025

HCNN-CasForest6: A Hybrid Deep Learning and Ensemble Framework for Fault Diagnosis

Zicheng Hu, Weizhe Ding, Ruisheng Ran

DOI

2025

A Local Structure-based Convolutional Neural Network and Its Application to Fault Diagnosis

Ruisheng Ran, Weizhe Ding, Jinping Wang, Bin Fang

DOI

2025

Global and Local Structure SPD Manifold Network for Image Set Classification

Yipan Song, Yongsheng Zhao, Jinping Wang, Ruisheng Ran

DOI

2025

Image-set classification using Discriminant Neighborhood Preserving Embedding on Grassmann manifold

Benchao Li, Yuanyuan Zheng, Ruisheng Ran, Bin Fang

Signal Processing

DOI

2025

Modality-aware graph CNN for cross-modal person reidentification

Ruisheng Ran, Yu He, Wei Hu, Wenfeng Zhang, Qibing Qin, Shuang Chen

The Visual Computer

DOI

2025

Discriminant locality preserving projection on Grassmann Manifold for image-set classification

Benchao Li, Ting Wang, Ruisheng Ran

The Journal of Supercomputing

DOI

2025

Autoencoder-Based Discriminant Locality-Preserving Projections for Fault Diagnosis

Ruisheng Ran, Ting Wang, Wenfeng Zhang, Bin Fang

IEEE Transactions on Instrumentation and Measurement

DOI

2025

2DUMAP: Two-Dimensional Uniform Manifold Approximation and Projection for Fault Diagnosis

Benchao Li, Yuanyuan Zheng, Ruisheng Ran

IEEE Access

DOI

2025

Joint UMAP for Visualization of Time-Dependent Data

Yun Ling Zou, Benchao Li, Ruisheng Ran

Lecture notes in computer science

DOI

2025

MCFG with GUMAP: A Simple and Effective Clustering Framework on Grassmann Manifold

Benchao Li, Yun Ling Zou, Ruisheng Ran

Lecture notes in computer science

DOI

2025

Grassmann Neighborhood Preserving Autoencoder for Image Set Classification

Zeming Chen, Benchao Li, Weixiao Dai, Zicheng Hu, Ruisheng Ran

Communications in computer and information science

DOI

2024

Locality Preserving Projections with Autoencoder

Ruisheng Ran, Ji Feng, Zheng Li, Jinping Wang, Bin Fang

Expert Systems With Applications，Vol. 242

DOI

2024

融合PVT多级特征的口罩人脸识别研究

冉瑞生，高天宇，房斌

《石河子大学学报(自然科学版)》

2024

自闭症儿童视觉特征数据库的构建与应用

冉瑞生，邓姗，刘宸佚，梁伟，樊欣

《中国数字医学》

2024

基于特征融合的低剂量CT图像降噪方法

冉瑞生，张思文，李进，房斌

《微电子学与计算机》

2024

A Multi-Feature Fusion Approach for ECG Signal Classification

Zicheng Hu, Wei Hu, Nana Liu, Ruisheng Ran, Xinru Wei

International Conference on Electronic Information Engineering and Computer Communication (EIECC)

DOI

2024

Risk assessment and automatic identification of autistic children based on appearance

Ruisheng Ran, Wei Ming Liang, Shan Deng, Xin Fan, Kai Shi, Ting Wang, Shu-Hong Dong, Qianwei Hu, Chenyi Liu

Scientific Reports

DOI

2024

MeFD-Net: multi-expert fusion diagnostic network for generating radiology image reports

Ruisheng Ran, Renjie Pan, Wen Yang, Yan Xi Deng, Wenfeng Zhang, Wei Hu, Qibing Qing

Applied Intelligence

DOI

2024

Representation Learning Based on Vision Transformer

Ruisheng Ran, Tianyu Gao, Qianwei Hu, Wenfeng Zhang, Shunshun Peng, Bin Fang

International Journal of Pattern Recognition and Artificial Intelligence

DOI

2023

Mining frequent items from high-dimensional set-valued data under local differential privacy protection

Haonan Wu, Ruisheng Ran, Shunshun Peng, Mengmeng Yang, Taolin Guo

Expert Systems With Applications，Vol. 234

DOI

2023

基于超级账本的蚁群因子差分进化算法的可信服务组合优化

冉瑞生，刘震，祁翔，彭顺顺

《计算机应用研究》

2023

基于双注意力CrossViT的微表情识别方法

冉瑞生，石凯，江小鹏，王宁

《南京信息工程大学学报》

2023

基于Swin Transformer的弱监督人群计数研究

冉瑞生，李进，董殊宏

《中国安全科学学报》

2023

S3-Net: A Self-Supervised Dual-Stream Network for Radiology Report Generation

Renjie Pan, Ruisheng Ran, Wei Hu, Wenfeng Zhang, Qibing Qin, Shaoguo Cui

IEEE Journal of Biomedical and Health Informatics

DOI

2023

Neighborhood preserving embedding with autoencoder

Ruisheng Ran, Jinping Wang, Bin Fang, Weiming Yang

Digital Signal Processing

DOI

2023

GNPENet: A Novel Convolutional Neural Network With Local Structure for Fault Diagnosis

Jinping Wang, Ruisheng Ran, Bin Fang

IEEE Transactions on Instrumentation and Measurement

DOI

2023

Graph Sampling-Based Multi-Stream Enhancement Network for Visible-Infrared Person Re-Identification

Jinhua Jiang, Junjie Xiao, Renlin Wang, Tiansong Li, Wenfeng Zhang, Ruisheng Ran, Sen Xiang

Sensors

DOI

2023

Polynomial linear discriminant analysis

Ruisheng Ran, Ting Wang, Zheng Li, Bin Fang

The Journal of Supercomputing

DOI

2023

Isometric projection with reconstruction

Ruisheng Ran, Qianghui Zeng, Xiaopeng Jiang, Bin Fang

The Journal of Supercomputing

DOI

2023

Linear local tangent space alignment with autoencoder

Ruisheng Ran, Jinping Wang, Bin Fang

Complex & Intelligent Systems

DOI

2023

Zero-Shot Learning based on Vision Transformer

Ruisheng Ran, Qianwei Hu, Tianyu Gao, Shu-Hong Dong

DOI

2023

Multi-Scale Transformer-Based Matching Network for Generalizable Person Re-Identification

Jinhua Jiang, Wenfeng Zhang, Ruisheng Ran, Wei Hu, Jiangyan Dai

IEEE Signal Processing Letters

DOI

2023

Global and Local Structure Network for Image Classification

Jinping Wang, Ruisheng Ran, Bin Fang

IEEE Access

DOI

2022

基于广义矩阵指数的判别局部保持投影方法

任银山，冉瑞生，房斌

《重庆师范大学学报(自然科学版)》

2022

Simple and Robust Locality Preserving Projections Based on Maximum Difference Criterion

Ruisheng Ran, Hao Qin, Shougui Zhang, Bin Fang

Neural Processing Letters

DOI

2022

Marginal Fisher Analysis With Polynomial Matrix Function

Ruisheng Ran, Zheng Li, Ting Wang, Ji Feng, Bin Fang

IEEE Access

DOI

2021

A Novel Discriminant Locality Preserving Projections Method

Ruisheng Ran, Yinshan Ren, Shougui Zhang, Bin Fang

Journal of Mathematical Imaging and Vision

DOI

2021

An Effective Clustering Algorithm Using Adaptive Neighborhood and Border Peeling Method

Ji Feng, Bokai Zhang, Ruisheng Ran, Wanli Zhang, Degang Yang

Computational Intelligence and Neuroscience

DOI

2020

《软件体系结构》课程教学改革实践

冉瑞生，冯骥，张守贵

《电脑知识与技术》

DOI

2020

《软件工程导论》课程教学改革实践

冉瑞生，冯骥，张守贵

《电脑知识与技术》

2020

计算机专业学位研究生培养的探索

冉瑞生，冯骥，张守贵

《电脑知识与技术》

DOI

2020

A General Matrix Function Dimensionality Reduction Framework and Extension for Manifold Learning

Ruisheng Ran, Ji Feng, Shougui Zhang, Bin Fang

IEEE Transactions on Cybernetics

DOI

2019

大数据背景下软件工程专业教学改革探析

冯骥，冉瑞生，张扬

《软件导刊(教育技术)》

DOI

2019

基于JSP模型的客户管理系统设计与实现

刘卓华，冉瑞生

《电脑知识与技术》

DOI

2019

基于C/S架构的五子棋游戏软件的设计与实现

万坤，苏雪莲，冉瑞生

《电脑知识与技术》

DOI

2019

基于自然邻居邻域图的无参数离群检测算法

冯骥，冉瑞生，魏延

《智能系统学报》

2018

基于MVC模式的音乐平台设计与实现

闵娴有，郑皓月，黄健舟，冉瑞生

《电脑知识与技术》

2018

Exponential Neighborhood Preserving Embedding for Face Recognition

Ruisheng Ran, Bin Fang, Xuegang Wu

IEICE Transactions on Information and Systems

DOI

2017

A Simple and Effective Generalization of Exponential Matrix Discriminant Analysis and Its Application to Face Recognition

Ruisheng Ran, Bin Fang, Xuegang Wu, Shougui Zhang

IEICE Transactions on Information and Systems

DOI

2017

Exponential neighborhood preserving discriminant embedding for face recognition

Ruisheng Ran, Bin Fang, Xuegang Wu

International Conference on Security, Pattern Analysis, and Cybernetics (SPAC)

DOI

2009

基于二阶（2D）2PCA的人脸识别

罗仁泽，冉瑞生

《计算机应用与软件》

2009

三对角矩阵求逆的算法

冉瑞生，黄廷祝，刘兴平，谷同祥

《应用数学和力学》

2009

An inversion algorithm for general tridiagonal matrix

冉瑞生，黄廷祝，刘兴平，谷同祥

Applied Mathematics and Mechanics(English Edition)

2007

基于奇异值特征提取的彩色人脸识别

冉瑞生，黄廷祝

《计算机应用研究》

2007

块三对角矩阵的逆

冉瑞生，黄廷祝

《电子科技大学学报》

2006

基于四元数矩阵奇异值分解的彩色图像识别

冉瑞生，黄廷祝

《计算机科学》

2006

三对角矩阵的逆

冉瑞生，黄廷祝

《哈尔滨工业大学学报》

2006

迭代矩阵特征值模的界

冉瑞生，黄廷祝

《电子科技大学学报》

2005

五对角矩阵的分解及其逆元素的快速算法

刁新军，黄廷祝，曾翎，冉瑞生

《电子科技大学学报》

2005

一类块三对角矩阵求逆的算法(英文)

冉瑞生，黄廷祝，冷劲松

《计算物理》

2004

H矩阵类的一些研究与迭代矩阵的谱半径估计

冉瑞生

《电子科技大学》

精选作品

期刊论文

基于改进粒子群算法的服务组合优化

Facial data for autism spectrum disorder detection using machine learning, deep learning, and emerging large language and vision-language models: A systematic review

Graph-embedded discriminative SPD autoencoder for image set classification

Multi-cue behavior-aware transformer for autism spectrum disorder screening from facial videos

A Study on SPD-based Activation Mapping Methods for EEG Interpretability

A Gaussian Distribution-Based Oversampling Method on SPD Manifolds for Imbalanced Physiological Signal Classification

SPD-CSM: A Class Saliency Map for Interpreting SPDNet in EEG Decoding

SPD-DANN: An SPD manifold unsupervised domain adaptation method for cross subject motor imagery EEG decoding

KUMAP : Kernel Uniform Manifold Approximation and Projection for Medical Image Classification

Symmetric Positive Definite manifold deep metric learning for bearing fault diagnosis

基于多分支CNN与改进级联森林的故障诊断

Multi-Branch Dual-Manifold Network with Hashing for Image Set Classification

SPD-DFNet: A SPD Manifold Dual Flow Unsupervised Domain Adaptation Network for EEG Decoding

R-SSAE: Riemannian Manifold Sparse Siamese Autoencoder for Autism Spectrum Disorder Diagnosis via Functional Connectivity

A Riemannian Multi-Scale RestNet with Manifold Attention Block for EEG Decoding

Application of SPD Autoencoder and Hashing in Image Set Classification

Multi-frequency Attention Approach for Enhanced Ultrasound Image Segmentation

HCNN-CasForest6: A Hybrid Deep Learning and Ensemble Framework for Fault Diagnosis

A Local Structure-based Convolutional Neural Network and Its Application to Fault Diagnosis

Global and Local Structure SPD Manifold Network for Image Set Classification

Image-set classification using Discriminant Neighborhood Preserving Embedding on Grassmann manifold

Modality-aware graph CNN for cross-modal person reidentification

Discriminant locality preserving projection on Grassmann Manifold for image-set classification

Autoencoder-Based Discriminant Locality-Preserving Projections for Fault Diagnosis

2DUMAP: Two-Dimensional Uniform Manifold Approximation and Projection for Fault Diagnosis

Joint UMAP for Visualization of Time-Dependent Data

MCFG with GUMAP: A Simple and Effective Clustering Framework on Grassmann Manifold

Grassmann Neighborhood Preserving Autoencoder for Image Set Classification

Locality Preserving Projections with Autoencoder

融合PVT多级特征的口罩人脸识别研究

自闭症儿童视觉特征数据库的构建与应用

基于特征融合的低剂量CT图像降噪方法

A Multi-Feature Fusion Approach for ECG Signal Classification

Risk assessment and automatic identification of autistic children based on appearance

MeFD-Net: multi-expert fusion diagnostic network for generating radiology image reports

Representation Learning Based on Vision Transformer

Mining frequent items from high-dimensional set-valued data under local differential privacy protection

基于超级账本的蚁群因子差分进化算法的可信服务组合优化

基于双注意力CrossViT的微表情识别方法

基于Swin Transformer的弱监督人群计数研究

S3-Net: A Self-Supervised Dual-Stream Network for Radiology Report Generation

Neighborhood preserving embedding with autoencoder

GNPENet: A Novel Convolutional Neural Network With Local Structure for Fault Diagnosis

Graph Sampling-Based Multi-Stream Enhancement Network for Visible-Infrared Person Re-Identification

Polynomial linear discriminant analysis

Isometric projection with reconstruction

Linear local tangent space alignment with autoencoder

Zero-Shot Learning based on Vision Transformer

Multi-Scale Transformer-Based Matching Network for Generalizable Person Re-Identification

Global and Local Structure Network for Image Classification

基于广义矩阵指数的判别局部保持投影方法

Simple and Robust Locality Preserving Projections Based on Maximum Difference Criterion

Marginal Fisher Analysis With Polynomial Matrix Function

A Novel Discriminant Locality Preserving Projections Method

An Effective Clustering Algorithm Using Adaptive Neighborhood and Border Peeling Method

《软件体系结构》课程教学改革实践

《软件工程导论》课程教学改革实践

计算机专业学位研究生培养的探索

A General Matrix Function Dimensionality Reduction Framework and Extension for Manifold Learning

大数据背景下软件工程专业教学改革探析

基于JSP模型的客户管理系统设计与实现

基于C/S架构的五子棋游戏软件的设计与实现

基于自然邻居邻域图的无参数离群检测算法

基于MVC模式的音乐平台设计与实现

Exponential Neighborhood Preserving Embedding for Face Recognition

A Simple and Effective Generalization of Exponential Matrix Discriminant Analysis and Its Application to Face Recognition

Exponential neighborhood preserving discriminant embedding for face recognition

基于二阶（2D）2PCA的人脸识别

三对角矩阵求逆的算法

An inversion algorithm for general tridiagonal matrix

基于奇异值特征提取的彩色人脸识别

块三对角矩阵的逆

基于四元数矩阵奇异值分解的彩色图像识别

三对角矩阵的逆

迭代矩阵特征值模的界

五对角矩阵的分解及其逆元素的快速算法

一类块三对角矩阵求逆的算法(英文)

H矩阵类的一些研究与迭代矩阵的谱半径估计