研究成果

课题组致力于遥感图像智能解译与地学空间智能应用的前沿研究,以下是我们近期的学术成果。

2025

Single-Source Frequency Transform for Cross-Scene Classification of Hyperspectral Image

Xizeng Huang; Yanni Dong; Yuxiang Zhang; Bo Du

IEEE Transactions on Image Processing

2024

Domain Alignment Dynamic Spectral and Spatial Feature Fusion for Hyperspectral Change Detection

Xuexiang Qin; Yuxiang Zhang; Yanni Dong

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

2024

Dynamic Token Augmentation Mamba for Cross-Scene Classification of Hyperspectral Image

Xizeng Huang; Yuxiang Zhang; Fulin Luo; Yanni Dong

IEEE Transactions on Geoscience and Remote Sensing

2024

Confidence-Driven Region Mixing for Optical Remote Sensing Domain Adaptation Object Detection

Chang Liu, Yanni Dong*, Yuxiang Zhang, and Xue Li

IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-14, Art no. 5631114, 2024

2024

Fusion of GaoFen-5 and Sentinel-2B Data for Lithological Mapping Using Vision Transformer Dynamic Graph Convolutional Network

Yanni Dong, Zhenzhen Yang, Ziye Wang, and Renguang Zuo

International Journal of Applied Earth Observation and Geoinformation, vol. 129, pp. 103780, 2024

2023

A Lightweight Convolutional Neural Network Based on Joint Correlation Distance Constraints and Density Peak Clustering for Hyperspectral Target Detection

Yanni Dong, Xiuqing Dai, Yuxiang Zhang, and Bo Du

IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-14, Art no. 5516514, 2023

2022

Attention-Based Dynamic Alignment and Dynamic Distribution Adaptation for Remote Sensing Cross-Domain Scene Classification

Cong Yang, Yanni Dong*, Bo Du and Liangpei Zhang

IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-13, Art no. 5634713, 2022

2022

SSMD: Dimensionality Reduction and Classification of Hyperspectral Images Based on Spatial-Spectral Manifold Distance Metric Learning

Yao Jin, Yanni Dong*, Yuxiang Zhang and Xiangyun Hu

IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp.1-16, Art no. 5538916, 2022

2022

Fast Dynamic Graph Convolutional Network and CNN Parallel Network for Hyperspectral Image Classification

Quanwei Liu, Yanni Dong*, Yuxiang Zhang and Hui Luo

IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-15, Art no. 5530215, 2022

2022

Weighted Feature Fusion of Convolutional Neural Network and Graph Attention Network for Hyperspectral Image Classification

Yanni Dong, Quanwei Liu, Bo Du, and Liangpei Zhang

IEEE Transactions on Image Processing, vol. 31, pp. 1559-1572, 2022

ESI highly cited paper (Top 1%)

2022

Asymmetric Weighted Logistic Metric Learning for Hyperspectral Target Detection

Yanni Dong, Wenzhong Shi, Bo Du, Xiangyun Hu and Liangpei Zhang

IEEE Transactions on Cybernetics, vol. 52, no. 10, pp. 11093-11106, 2022

2021

Spectral-Spatial Weighted Kernel Manifold Embedded Distribution Alignment for Remote Sensing Image Classification

Yanni Dong, Tianyang Liang, Yuxiang Zhang and Bo Du

IEEE Transactions on Cybernetics, vol. 51, no. 6, pp. 3185-3197, 2021

ESI highly cited paper (Top 1%)

2019

Mapping Geochemical Anomalies Related to Fe–polymetallic Mineralization Using the Maximum Margin Metric Learning Method

Ziye Wang, Yanni Dong*, and Renguang Zuo

Ore Geology Reviews, vol. 107, pp. 258–265, 2019