孙海静｜沈阳大学｜学者主页

2026

基于改进Adam算法的胃肠镜图像分类方法

孙海静，崔佳琪，邵一川，赵骞，张乐，李刚

《沈阳大学学报(自然科学版)》

DOI

2026

基于多动量与区域加权机制的改进Adam优化算法

邵一川，杨佳澎，周雯，张志涛，孙海静

《沈阳大学学报(自然科学版)》

2026

A Gradient-Norm-Aware Optimizer for Symmetry-Preserving and Stable Deep Learning

Hong Chen, Xuefeng Zhang, Haijing Sun, Yichuan Shao

Symmetry

DOI

2025

基于Transformer模型的音乐可视化方法研究

樊硕，邵一川，孙海静

《计算机仿真》

2025

基于AdamW优化算法的胃肠道图像分类应用

邵一川，张鹏程，武志军，孙海静，赵骞，张乐

《沈阳大学学报(自然科学版)》

DOI

2025

BDS-Adam optimizer integrating adaptive variance rectification with semi-adaptive gradient smoothing

Yichuan Shao, Shiqian Weng, Haijing Sun, Qian Gao, Le Zhang, Zhiqiang Mao, Shuai Xu, Zhi-Tao Zhang, Lei Xing

Scientific Reports

DOI

2025

Fractal-Inspired Region-Weighted Optimization and Enhanced MobileNet for Medical Image Classification

Yichuan Shao, Jia-Peng Yang, Wen Zhou, Haijing Sun, Qian Gao

Fractal and Fractional

DOI

2025

Research on the SEGDC‐UNet electron microscope image segmentation algorithm based on channel attention mechanism

Yue Li, Qian Zhao, Haijing Sun, Yichuan Shao, Yong Wang

Journal of Microscopy

DOI

2025

A Multi-Dimensional Feature Extraction Model Fusing Fractional-Order Fourier Transform and Convolutional Information

Haijing Sun, Wen Zhou, Jia-Peng Yang, Yichuan Shao, Le Zhang, Zhiqiang Mao

Fractal and Fractional

DOI

2025

Enhancing medical image classification via ConvKC-ViT: a hybrid vision transformer model integrating convolutional insights and K-class mean clustering

Jia-Peng Yang, Yichuan Shao, Wen Zhou, Haijing Sun, Qian Gao

The Visual Computer

DOI

2024

A new dust detection method for photovoltaic panel surface based on Pytorch and its economic benefit analysis

Yichuan Shao, Can Zhang, Lei Xing, Haijing Sun, Qian Zhao, Le Zhang

Energy and AI

DOI

2024

An Improved Reacceleration Optimization Algorithm Based on the Momentum Method for Image Recognition

Haijing Sun, Ying Cai, Ran Tao, Yichuan Shao, Lei Xing, Can Zhang, Qian Zhao

Mathematics

DOI

2024

Surface Defect Detection of Aluminum Profiles Based on Multiscale and Self-Attention Mechanisms

Yichuan Shao, Shuo Fan, Qian Zhao, Le Zhang, Haijing Sun

Italian National Conference on Sensors

DOI

2024

An Improvement of Adam Based on a Cyclic Exponential Decay Learning Rate and Gradient Norm Constraints

Yichuan Shao, Jia-Peng Yang, Wen Zhou, Haijing Sun, Lei Xing, Qian Zhao, Le Zhang

Electronics

DOI

2024

An Improved BGE-Adam Optimization Algorithm Based on Entropy Weighting and Adaptive Gradient Strategy

Yichuan Shao, Jiantao Wang, Haijing Sun, Hao Yu, Lei Xing, Qian Zhao, Le Zhang

Symmetry

DOI

2024

An Improved Adam's Algorithm for Stomach Image Classification

Haijing Sun, Hao Yu, Yichuan Shao, Jiantao Wang, Lei Xing, Le Zhang, Qian Zhao

Algorithms

DOI

2024

The WuC-Adam algorithm based on joint improvement of Warmup and cosine annealing algorithms.

Can Zhang, Yichuan Shao, Haijing Sun, Lei Xing, Qian Zhao, Le Zhang

Mathematical biosciences and engineering : MBE

DOI

2024

A Linear Interpolation and Curvature-Controlled Gradient Optimization Strategy Based on Adam

Haijing Sun, Wen Zhou, Yichuan Shao, Jiaqi Cui, Lei Xing, Qian Zhao, Le Zhang

Algorithms

DOI

2024

An Improved Medical Image Classification Algorithm Based on Adam Optimizer

Haijing Sun, Wen Zhou, Jia-Peng Yang, Yichuan Shao, Lei Xing, Qian Zhao, Le Zhang

Mathematics

DOI

2024

A Gastrointestinal Image Classification Method Based on Improved Adam Algorithm

Haijing Sun, Jiaqi Cui, Yichuan Shao, Jia-Peng Yang, Lei Xing, Qian Zhao, Le Zhang

Mathematics

DOI

2023

Multi-Scale Lightweight Neural Network for Steel Surface Defect Detection

Yichuan Shao, Shuo Fan, Haijing Sun, Zhenyu Tan, Ying Cai, Can Zhang, Le Zhang

Coatings

DOI

2022

基于神经影像数据的AD计算机辅助诊断及预测方法研究

孙海静

《东北大学》

2022

Temporal and Spatial Analysis of Alzheimer’s Disease Based on an Improved Convolutional Neural Network and a Resting-State FMRI Brain Functional Network

Haijing Sun, Anna Wang, Shanshan He

International Journal of Environmental Research and Public Health

DOI

2022

Computer-aided early diagnosis of alzheimer's disease based on cost-sensitive and deep residual convolutional neural network

Haijing Sun, Y. Cao, Yichuan Shao

Journal of Mechanics in Medicine and Biology

DOI

2022

Rapid nighttime haze removal with color-gray layer decomposition

Wenhui Wang, Anna Wang, Xing-Yu Wang, Haijing Sun, Qing Ai

Signal Processing

DOI

2021

An Improved Deep Residual Network Prediction Model for the Early Diagnosis of Alzheimer’s Disease

Haijing Sun, Anna Wang, Wenhui Wang, Chen Liu

Italian National Conference on Sensors

DOI

2021

Human Motion Tracking with Less Constraint of Initial Posture from a Single RGB-D Sensor

Chen Liu, Anna Wang, Chun-Guang Bu, Wenhui Wang, Haijing Sun

Italian National Conference on Sensors

DOI

2020

A New-Style Random Forest Diagnosis Model for Alzheimer's Disease

Haijing Sun, Anna Wang, Qing Ai, Yang-Yang Wang

J. Medical Imaging Health Informatics

DOI

2020

Enhanced Kernel-Based Multilayer Fuzzy Weighted Extreme Learning Machines

Yang-Yang Wang, Anfang Wang, Qing Ai, Haijing Sun

IEEE Access

DOI

2019

An improved Twin-KSVC with its applications

Qing Ai, Anna Wang, Yang-Yang Wang, Haijing Sun

Neural computing & applications (Print)

DOI

2018

Improvements on twin-hypersphere support vector machine using local density information

Qing Ai, Anna Wang, Yang-Yang Wang, Haijing Sun

Progress in Artificial Intelligence

DOI

2018

Ensemble based fuzzy weighted extreme learning machine for gene expression classification

Yang-Yang Wang, Anna Wang, Qing Ai, Haijing Sun

Applied intelligence (Boston)

DOI

2018

A Multi-Class Classification Weighted Least Squares Twin Support Vector Hypersphere Using Local Density Information

Qing Ai, Anna Wang, Aihua Zhang, Yang Wang, Haijing Sun

IEEE Access

DOI

2017

An adaptive kernel-based weighted extreme learning machine approach for effective detection of Parkinson's disease

Yang Wang, Anna Wang, Qing Ai, Haijing Sun

Biomedical Signal Processing and Control

DOI

2016

A novel artificial bee colony optimization strategy-based extreme learning machine algorithm

Yang Wang, Anna Wang, Qing Ai, Haijing Sun

Progress in Artificial Intelligence

DOI

2011

Biomedical Image Fusion &Segmentation using GLCM

Madhusmita Sahoo, Yong Yang, D. Park, Shu-Ying Huang, Zhijun Fang, Zhengyou Wang, Evan Schmidt, Kimberly Rafferty, M. Helguera, Anna Wang, Haijing Sun, Y. Guan, Shuang Liu, P. Burt, E. Adelson, Rong Wang, Yan-Chun Liu, Yun Li, M. Cheriet

2007

一种基于正交小波包分解和2v-SVM的医学图像融合新方法

王安娜，吴洁，张新华，孙海静

《小型微型计算机系统》

2006

The Application of Wavelet Transform to Multi-modality Medical Image Fusion

Anna Wang, Haijing Sun, Y. Guan

IEEE International Conference on Networking, Sensing and Control

DOI

精选作品

期刊论文

基于改进Adam算法的胃肠镜图像分类方法

基于多动量与区域加权机制的改进Adam优化算法

A Gradient-Norm-Aware Optimizer for Symmetry-Preserving and Stable Deep Learning

基于Transformer模型的音乐可视化方法研究

基于AdamW优化算法的胃肠道图像分类应用

BDS-Adam optimizer integrating adaptive variance rectification with semi-adaptive gradient smoothing

Fractal-Inspired Region-Weighted Optimization and Enhanced MobileNet for Medical Image Classification

Research on the SEGDC‐UNet electron microscope image segmentation algorithm based on channel attention mechanism

A Multi-Dimensional Feature Extraction Model Fusing Fractional-Order Fourier Transform and Convolutional Information

Enhancing medical image classification via ConvKC-ViT: a hybrid vision transformer model integrating convolutional insights and K-class mean clustering

A new dust detection method for photovoltaic panel surface based on Pytorch and its economic benefit analysis

An Improved Reacceleration Optimization Algorithm Based on the Momentum Method for Image Recognition

Surface Defect Detection of Aluminum Profiles Based on Multiscale and Self-Attention Mechanisms

An Improvement of Adam Based on a Cyclic Exponential Decay Learning Rate and Gradient Norm Constraints

An Improved BGE-Adam Optimization Algorithm Based on Entropy Weighting and Adaptive Gradient Strategy

An Improved Adam's Algorithm for Stomach Image Classification

The WuC-Adam algorithm based on joint improvement of Warmup and cosine annealing algorithms.

A Linear Interpolation and Curvature-Controlled Gradient Optimization Strategy Based on Adam

An Improved Medical Image Classification Algorithm Based on Adam Optimizer

A Gastrointestinal Image Classification Method Based on Improved Adam Algorithm

Multi-Scale Lightweight Neural Network for Steel Surface Defect Detection

基于神经影像数据的AD计算机辅助诊断及预测方法研究

Temporal and Spatial Analysis of Alzheimer’s Disease Based on an Improved Convolutional Neural Network and a Resting-State FMRI Brain Functional Network

Computer-aided early diagnosis of alzheimer's disease based on cost-sensitive and deep residual convolutional neural network

Rapid nighttime haze removal with color-gray layer decomposition

An Improved Deep Residual Network Prediction Model for the Early Diagnosis of Alzheimer’s Disease

Human Motion Tracking with Less Constraint of Initial Posture from a Single RGB-D Sensor

A New-Style Random Forest Diagnosis Model for Alzheimer's Disease

Enhanced Kernel-Based Multilayer Fuzzy Weighted Extreme Learning Machines

An improved Twin-KSVC with its applications

Improvements on twin-hypersphere support vector machine using local density information

Ensemble based fuzzy weighted extreme learning machine for gene expression classification

A Multi-Class Classification Weighted Least Squares Twin Support Vector Hypersphere Using Local Density Information

An adaptive kernel-based weighted extreme learning machine approach for effective detection of Parkinson's disease

A novel artificial bee colony optimization strategy-based extreme learning machine algorithm

Biomedical Image Fusion &Segmentation using GLCM

一种基于正交小波包分解和2v-SVM的医学图像融合新方法

The Application of Wavelet Transform to Multi-modality Medical Image Fusion

会议论文

An Optimized Random Forest Classification Method for Processing Imbalanced Data Sets of Alzheimer's Disease

研究方向