宋华湘｜湖南文理学院｜学者主页

2026

From shock to involution: Decoupling catering industry resilience across morphological tiers in Hunan Province, China (2017–2024) via POI big data

Wen-Hui Wang, Huaxiang Song, Yang-Jun-Ou-Jun Ouyang, Min-Cong Chen, Xin-Ying Long, Wan-Qiu Wang, Min Wei, Meng Yuan, Xinyi Cheng, Wangrui Li, Wanbo Liu, Sicheng Wu, Liang Liang

GEOMATICA

DOI

2025

Symmetrical Learning and Transferring: Efficient Knowledge Distillation for Remote Sensing Image Classification

Huaxiang Song, Junping Xie, Liang Liang, Yan Ling Su, Yao Xiao, Xinyuan Zhang, Yuqi Ouyang, Xinling Li, Siyi Chen, Yucheng Li

Symmetry

DOI

2025

CMKD-Net: a cross-modal knowledge distillation method for remote sensing image classification

Huaxiang Song, Junping Xie, Yingying Duan, Xinyi Xie, Yang Zhou, Wenhui Wang

Advances in Space Research

DOI

2025

Efficient Object Detection in Remote Sensing Images Using Quantitative Augmentation and Competitive Learning

Huaxiang Song, Junping Xie, Yan Zhang, Yang Zhou, Wenhui Wang, Yingying Duan, Xinyi Xie

Annals of Emerging Technologies in Computing

DOI

2025

Pure data correction enhancing remote sensing image classification with a lightweight ensemble model

Huaxiang Song, Hanglu Xie, Yingying Duan, Xinyi Xie, Fang Gan, Wei Wang, Jinling Liu

Scientific Reports

DOI

2025

Three-way concept lattice construction and association rule acquisition

Junping Xie, Jing Yang, Jinhai Li, Mingwei He, Huaxiang Song

Information Sciences

DOI

2025

Optimized Data Distribution Learning for Enhancing Vision Transformer‐Based Object Detection in Remote Sensing Images

Huaxiang Song, Junping Xie, Yunyang Wang, Lihua Fu, Yang Zhou, Xing Zhou

The Photogrammetric Record

DOI

2024

QAGA-Net: enhanced vision transformer-based object detection for remote sensing images

Huaxiang Song, Hanjun Xia, Wenhui Wang, Yang Zhou, Wanbo Liu, Qun Liu, Jinling Liu

International Journal of Intelligent Computing and Cybernetics

DOI

2024

Efficient knowledge distillation for hybrid models: A vision transformer‐convolutional neural network to convolutional neural network approach for classifying remote sensing images

Huaxiang Song, Yuxuan Yuan, Zhiwei Ouyang, Yu Yang, Hui Xiang

IET Cyber-Systems and Robotics

DOI

2024

ERKT-Net: Implementing Efficient and Robust Knowledge Distillation for Remote Sensing Image Classification

Huaxiang Song, Yafang Li, Xiaowen Li, Yuxuan Zhang, Yangyan Zhu, Yong Zheng Zhou

EAI Endorsed Transactions on Industrial Networks and Intelligent Systems

DOI

2024

High-quality agricultural development in the central China: Empirical analysis based on the Dongting Lake area

Hui Xiang, Chunmei Zhou, Cuidong, Huaxiang Song

GEOMATICA

DOI

2024

Quantitative regularization in robust vision transformer for remote sensing image classification

Huaxiang Song, Yuxuan Yuan, Zhiwei Ouyang, Yu Yang, Hui Xiang

The Photogrammetric Record

DOI

2023

Efficient knowledge distillation for remote sensing image classification: a CNN-based approach

Huaxiang Song, Chai Wei, Yong Zheng Zhou

International Journal of Web Information Systems

DOI

2023

MBC-Net: long-range enhanced feature fusion for classifying remote sensing images

Huaxiang Song

International Journal of Intelligent Computing and Cybernetics

DOI

2023

A Leading but Simple Classification Method for Remote Sensing Images

Huaxiang Song

Annals of Emerging Technologies in Computing

DOI

2023

Simple is best: A single-CNN method for classifying remote sensing images

Huaxiang Song, Yong Zheng Zhou

Networks and Heterogeneous Media

DOI

2023

FST-EfficientNetV2: Exceptional Image Classification for Remote Sensing

Huaxiang Song

Computer Systems Science and Engineering

DOI

2023

A Consistent Mistake in Remote Sensing Images’ Classification Literature

Huaxiang Song

Intelligent Automation & Soft Computing

DOI

2022

A More Efficient Approach for Remote Sensing Image Classification

Huaxiang Song

Computers, materials & continua/Computers, materials & continua (Print)

DOI

宋华湘

精选作品

期刊论文

From shock to involution: Decoupling catering industry resilience across morphological tiers in Hunan Province, China (2017–2024) via POI big data

Symmetrical Learning and Transferring: Efficient Knowledge Distillation for Remote Sensing Image Classification

CMKD-Net: a cross-modal knowledge distillation method for remote sensing image classification

Efficient Object Detection in Remote Sensing Images Using Quantitative Augmentation and Competitive Learning

Pure data correction enhancing remote sensing image classification with a lightweight ensemble model

Three-way concept lattice construction and association rule acquisition

Optimized Data Distribution Learning for Enhancing Vision Transformer‐Based Object Detection in Remote Sensing Images

QAGA-Net: enhanced vision transformer-based object detection for remote sensing images

Efficient knowledge distillation for hybrid models: A vision transformer‐convolutional neural network to convolutional neural network approach for classifying remote sensing images

ERKT-Net: Implementing Efficient and Robust Knowledge Distillation for Remote Sensing Image Classification

High-quality agricultural development in the central China: Empirical analysis based on the Dongting Lake area

Quantitative regularization in robust vision transformer for remote sensing image classification

Efficient knowledge distillation for remote sensing image classification: a CNN-based approach

MBC-Net: long-range enhanced feature fusion for classifying remote sensing images

A Leading but Simple Classification Method for Remote Sensing Images

Simple is best: A single-CNN method for classifying remote sensing images

FST-EfficientNetV2: Exceptional Image Classification for Remote Sensing

A Consistent Mistake in Remote Sensing Images’ Classification Literature

A More Efficient Approach for Remote Sensing Image Classification