Wei Cheng, Yining Feng, Ruyi Li, Xianghai Wang (2026). SMM-FNet: A synergistic multi-mamba fusion network for tri-source heterogeneous remote sensing data classification. Expert Systems with Applications.DOI
Junheng Zhu, Yining Feng, Wei Cheng, Yimin Ding, Xianghai Wang (2026). SaDHT: A Scale-aware Deep Hierarchical Transformer for hyperspectral-LiDAR data fusion classification. Knowledge-Based Systems.DOI
Zhenhua Mu, Yihan Wang, Yihan Wang, Chuanming Song, Xianghai Wang (2026). DS2-AE: Deep spatial-spectral autoencoder with nonlinear unmixing for hyperspectral anomaly detection. Pattern Recognition.DOI
Xianghai Wang, Tingting Geng, Xinyue Liu, Xiaohan Xie, Xinyu Zhao, Songze Li (2026). Perceptive scale and selective attention few-shot learning network for hyperspectral and light detection and ranging fusion classification. Engineering Applications of Artificial Intelligence.DOI
Wei Cheng, R. M. Li, Junheng Zhu, Xianghai Wang (2026). LKA-GFNet: Language Knowledge-Augmented Graph Fusion for Tri-Source Heterogeneous Remote Sensing Data Classification. IEEE Transactions on Geoscience and Remote Sensing.DOI
Siyao Li, Xiaohan Xie, Xiaoyang Zhao, Xianghai Wang (2026). HGA2-FSL: A Heterogeneous Graph Aware-Aggregation Driven Few-Shot Learning Network for Hyperspectral Image Change Detection. IEEE Transactions on Geoscience and Remote Sensing.DOI
Yining Feng, Zhenhua Mu, Yin Zheng, Chuanming Song, Xianghai Wang (2026). KHLDGNet: Knowledge-Driven Hierarchical Language-Aware Domain Generalization Network for Cross-Scene Wetland Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing.DOI
Wei Cheng, Yining Feng, Yuting Zhao, Xianghai Wang (2025). TSH-FCNet: Triple-source heterogeneous remote sensing images fusion classification network based on feature propagation and perception. Knowledge-Based Systems.DOI
Zhenhua Mu, Yihan Wang, Xianghai Wang (2025). TRSD: tensor spatial reconstruction and spectral metric decision fusion for hyperspectral anomaly detection with noise. Applied Intelligence.DOI
Yining Feng, Lu Wang, Lu Wang, Jiarui Jin, Xianghai Wang (2025). A semi-supervised multi-source remote sensing image classification network based on adaptive pseudo-label generation. Applied Soft Computing.DOI
Wei Cheng, Yining Feng, Yicen Sun, Xianghai Wang (2025). Heterogeneous remote sensing image change detection network based on multi-scale feature modal transformation. Applied Soft Computing.DOI
Xianghai Wang, Liyang Song, Yining Feng, Junheng Zhu (2025). S3F2Net: Spatial-Spectral-Structural Feature Fusion Network for Hyperspectral Image and LiDAR Data Classification. IEEE Transactions on Circuits and Systems for Video Technology.DOI
Jingzhe Tao, Tingting Geng, Chunmei Han, Shiyao Li, Chuanming Song, Xianghai Wang (2025). EXP-PnP: General Extended Model for Detail-Injected Pan-Sharpening With Plug-and-Play Residual Optimization. IEEE Transactions on Geoscience and Remote Sensing.DOI
Yining Feng, Weihan Ni, Liyang Song, Xianghai Wang (2024). MsFNet: Multi-Scale Fusion Network Based on Dynamic Spectral Features for Multi-Temporal Hyperspectral Image Change Detection. Remote Sensing.DOI
Xianghai Wang, Yihan Wang, Zhenhua Mu, Yating Zhang (2024). UFBSM: unmixing fusion and background sparse dictionary Model for hyperspectral anomaly detection. International Journal of Remote Sensing.DOI
Xianghai Wang, Junheng Zhu, Yining Feng, Lu Wang (2024). MS2CANet: Multiscale Spatial–Spectral Cross-Modal Attention Network for Hyperspectral Image and LiDAR Classification. IEEE Geoscience and Remote Sensing Letters.DOI
Yining Feng, Jiarui Jin, Yin Yin, Chuanming Song, Xianghai Wang (2024). MCFT: Multimodal Contrastive Fusion Transformer for Classification of Hyperspectral Image and LiDAR Data. IEEE Transactions on Geoscience and Remote Sensing.DOI
Xianghai Wang, Siyao Li, Xiaoyang Zhao, Yuetong Zhao (2024). Interdomain Collaboration Between Hyperspectral and VHR Remote Sensing Images: A Cross-Scene Few-Shot Learning Framework for Change Detection. IEEE Transactions on Geoscience and Remote Sensing.DOI
Zhenhua Mu, Yihan Wang, Yating Zhang, Chuanming Song, Xianghai Wang (2024). MPDA: Multivariate Probability Distribution Autoencoder for Hyperspectral Anomaly Detection. IEEE Transactions on Geoscience and Remote Sensing.DOI
Jingzhe Tao, Yining Feng, Liyang Song, Chuanming Song, Xianghai Wang (2024). Subspace Dynamic Combined Sparsity-Based Hyper-Sharpening for Diverse Auxiliary Images. IEEE Transactions on Geoscience and Remote Sensing.DOI
Wenya Zhang, Yining Feng, Lu Fang, Chuanming Song, Xianghai Wang (2023). Medical image segmentation model based on caputo fractional differential. Multimedia Tools and Applications.DOI
Xiaoyang Zhao, Keyun Zhao, Siyao Li, Chuanming Song, Xianghai Wang (2023). GaMPF: A Full-Scale Gated Message Passing Framework Based on Collaborative Estimation for VHR Remote Sensing Image Change Detection. IEEE Transactions on Geoscience and Remote Sensing.DOI
Xiaoyang Zhao, Siyao Li, Tingting Geng, Xianghai Wang (2023). GTransCD: Graph Transformer-Guided Multitemporal Information United Framework for Hyperspectral Image Change Detection. IEEE Transactions on Geoscience and Remote Sensing.DOI
Yining Feng, Junheng Zhu, Ruoxi Song, Xianghai Wang (2023). S2EFT: Spectral-Spatial-Elevation Fusion Transformer for hyperspectral image and LiDAR classification. Knowledge-Based Systems.DOI
Jingzhe Tao, Weihan Ni, Chuanming Song, Xianghai Wang (2023). FSSBP: Fast Spatial–Spectral Back Projection Based on Pan-Sharpening Iterative Optimization. Remote Sensing.DOI
Xianghai Wang, Yihan Wang, Zhenhua Mu, Ming Wang (2023). FCAE-AD: Full Convolutional Autoencoder Based on Attention Gate for Hyperspectral Anomaly Detection. Remote Sensing.DOI
Chuanming Song, Shuang Liu, Xiaohong Yan, Xianghai Wang (2023). An image quality-aware approach with adaptive scattering coefficients for single image dehazing. Multimedia Tools and Applications.DOI
Derui Song, Cheng Zhu, Jingzhe Tao, Xiaofei Shi, Xianghai Wang (2023). DLRW: Dual-Link Weight Random Walk Model for Aquaculture Boundary Extraction by Single-Polarized SAR Imagery. Remote Sensing.DOI
Hanyu Zhang, Weihan Ni, Yi Luo, Yining Feng, Ruoxi Song, Xianghai Wang (2023). TUnet-LBF: Retinal fundus image fine segmentation model based on transformer Unet network and LBF. Computers in Biology and Medicine.DOI
Xianghai Wang, Wei Cheng, Yining Feng, Ruoxi Song (2023). TSCNet: Topological Structure Coupling Network for Change Detection of Heterogeneous Remote Sensing Images. Remote Sensing.DOI
Zhenhua Mu, Ming Wang, Yihan Wang, Ruoxi Song, Xianghai Wang (2023). SI2FM: SID Isolation Double Forest Model for Hyperspectral Anomaly Detection. Remote Sensing.DOI
Yining Feng, Liyang Song, Lu Wang, Xianghai Wang (2023). DSHFNet: Dynamic Scale Hierarchical Fusion Network Based on Multiattention for Hyperspectral Image and LiDAR Data Classification. IEEE Transactions on Geoscience and Remote Sensing.DOI
Xianghai Wang, Keyun Zhao, Xiaoyang Zhao, Siyao Li (2023). TriTF: A Triplet Transformer Framework Based on Parents and Brother Attention for Hyperspectral Image Change Detection. IEEE Transactions on Geoscience and Remote Sensing.DOI
Yining Feng, Ruoxi Song, Weihan Ni, Junheng Zhu, Xianghai Wang (2023). A Novel Semi-Supervised Long-Tailed Learning Framework With Spatial Neighborhood Information for Hyperspectral Image Classification. IEEE Geoscience and Remote Sensing Letters.DOI
Xiaoyang Zhao, Keyun Zhao, Siyao Li, Xianghai Wang (2023). GeSANet: Geospatial-Awareness Network for VHR Remote Sensing Image Change Detection. IEEE Transactions on Geoscience and Remote Sensing.DOI
Xianghai Wang, Keyun Zhao, Xiaoyang Zhao, Siyao Li (2023). GTMSiam: Gated Transmitting-Based Multiscale Siamese Network for Hyperspectral Image Change Detection. IEEE Geoscience and Remote Sensing Letters.DOI
Xinying Wang, Cheng Cheng, Shenglan Liu, Ruoxi Song, Xianghai Wang, Lin Feng (2023). SS-INR: Spatial-Spectral Implicit Neural Representation Network for Hyperspectral and Multispectral Image Fusion. IEEE Transactions on Geoscience and Remote Sensing.DOI
Xianghai Wang, Weihan Ni, Yining Feng, Liyang Song (2023). AgF²Net: Attention-Guided Feature Fusion Network for Multitemporal Hyperspectral Image Change Detection. IEEE Geoscience and Remote Sensing Letters.DOI
Xianghai Wang, Zhenhua Mu, Shifu Bai, Yining Feng, Ruoxi Song (2022). MS-Pansharpening Algorithm Based on Dual Constraint Guided Filtering. Remote Sensing.DOI
Shicheng Xie, Shun Wang, Chuanming Song, Xianghai Wang (2022). Hyperspectral Image Reconstruction Based on Spatial-Spectral Domains Low-Rank Sparse Representation. Remote Sensing.DOI
Xianghai Wang, Zhenhua Mu, Shifu Bai, Ming Wang, Ruoxi Song, Jingzhe Tao, Chuanming Song (2022). Log-Gabor directional region entropy adaptive guided filtering for multispectral pansharpening. Applied Intelligence.DOI
Ruoxi Song, Yining Feng, Chengdi Xing, Zhenhua Mu, Xianghai Wang (2022). Hyperspectral image change detection based on active convolutional neural network and spatial–spectral affinity graph learning. Applied Soft Computing.DOI
Ruoxi Song, Yining Feng, Cheng Wei, Zhenhua Mu, Xianghai Wang (2022). BS2T: Bottleneck Spatial–Spectral Transformer for Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing.DOI
Xianghai Wang, Keyun Zhao, Xiaoyang Zhao, Siyao Li (2022). CSDBF: Dual-Branch Framework Based on Temporal–Spatial Joint Graph Attention With Complement Strategy for Hyperspectral Image Change Detection. IEEE Transactions on Geoscience and Remote Sensing.DOI
Xianghai Wang, Xinying Wang, Keyun Zhao, Xiaoyang Zhao, Chuanming Song (2022). FSL-Unet: Full-Scale Linked Unet With Spatial–Spectral Joint Perceptual Attention for Hyperspectral and Multispectral Image Fusion. IEEE Transactions on Geoscience and Remote Sensing.DOI
Jingzhe Tao, Chuanming Song, Derui Song, Xianghai Wang (2022). Pan-Sharpening Framework Based on Multiscale Entropy Level Matching and Its Application. IEEE Transactions on Geoscience and Remote Sensing.DOI
Xianghai Wang, Yining Feng, Ruoxi Song, Zhenhua Mu, Chuanming Song (2021). Multi-attentive hierarchical dense fusion net for fusion classification of hyperspectral and LiDAR data. Information Fusion.DOI
Chuanming Song, Xin Min, Shiqi Sun, Xianghai Wang, Baocai Yin (2021). Fast elastic motion estimation with improved Levenberg-Marquardt optimization. Information Sciences.DOI
Xianghai Wang, Chengdi Xing, Yining Feng, Ruoxi Song, Zhenhua Mu (2021). A Novel Hyperspectral Image Change Detection Framework Based on 3D-Wavelet Domain Active Convolutional Neural Network. IEEE International Geoscience and Remote Sensing Symposium (IGARSS).DOI
Xianghai Wang, Shun Wang, Yetao Li, Shicheng Xie, Jingzhe Tao, Derui Song (2021). Hyperspectral image sparse reconstruction model based on collaborative multidimensional correlation. Applied Soft Computing.DOI
Xianghai Wang, Shun Wang, Shicheng Xie, Yetao Li, Jingzhe Tao, Chuanming Song (2021). Spectral dimensional correlation and sparse reconstruction model of hyperspectral images. Scientia Sinica Informationis.DOI
Xianghai Wang, Shifu Bai, Zhi Li, Yuanqi Sui, Jingzhe Tao (2020). The PAN and MS image fusion algorithm based on adaptive guided filtering and gradient information regulation. Information Sciences.DOI
Xianghai Wang, Xiaoyang Zhao, Yihuan Zhu, Xin Su (2020). NSST and vector‐valued C–V model based image segmentation algorithm. IET Image Processing.DOI
Xianghai Wang, Ruoxi Song, Zhenhua Mu, Chuanming Song (2019). An image NSCT-HMT model based on copula entropy multivariate Gaussian scale mixtures. Knowledge-Based Systems.DOI
Xianghai Wang, Wenya Zhang, Rui Li, Ruoxi Song (2019). The UDWT image denoising method based on the PDE model of a convexity-preserving diffusion function. EURASIP Journal on Image and Video Processing.DOI
Xianghai Wang, Wei Li, Chong Zhang, Wanqi Lou, Ruoxi Song (2019). An adaptable active contour model for medical image segmentation based on region and edge information. Multimedia Tools and Applications.DOI
Chuanming Song, Xianghai Wang, Baocai Yin, Ding-Kun Liu (2019). Fast hierarchical wavelet-domain motion estimation for arbitrarily shaped visual objects. Information Sciences.DOI
Bo Fu, Yi Li, Xianghai Wang, Yonggong Ren (2019). Image super-resolution using TV priori guided convolutional network. Pattern Recognition Letters.DOI
Xianghai Wang, Jingzhe Tao, Yutong Shen, Shifu Bai, Chuanming Song (2019). A NSST Pansharpening method based on directional neighborhood correlation and tree structure matching. Multimedia Tools and Applications.DOI
Lingling Fang, Hanyu Zhang, Jiaxin Zhou, Xianghai Wang (2019). Image classification with an RGB-channel nonsubsampled contourlet transform and a convolutional neural network. Neurocomputing.DOI
Chuanming Song, Bo Fu, Xianghai Wang, Ming-Zhe Fu (2019). A wavelet video coding algorithm with balanced significance probability tree based on energy weighting. Multimedia Tools and Applications.DOI
Xianghai Wang, Shifu Bai, Zhi Li, Ruoxi Song, Jingzhe Tao (2019). The PAN and MS Image Pansharpening Algorithm Based on Adaptive Neural Network and Sparse Representation in the NSST Domain. IEEE Access.DOI
Bo Fu, Xiaoyang Zhao, Yi Li, Xianghai Wang (2018). Patch-based contour prior image denoising for salt and pepper noise. Multimedia Tools and Applications.DOI
Bo Fu, Xiaoyang Zhao, Chuanming Song, Ximing Li, Xianghai Wang (2018). A salt and pepper noise image denoising method based on the generative classification. Multimedia Tools and Applications.DOI
Xianghai Wang, Chuanming SONG, Yihuan Zhu, Xiaoyang ZHAO, Ruoxi Song (2018). Image NSST-HMT model with associated multi-state coefficients. Scientia Sinica Informationis.DOI
Xianghai Wang, Zhi Li, Xia Zhou, Jingzhe Tao (2018). Segmentation model for hyperspectral remote sensing images based on spectral angle constrained active contour. Multimedia Tools and Applications.DOI
Bo Fu, Xiaoyang Zhao, Yi Li, Xianghai Wang, Yonggong Ren (2018). A convolutional neural networks denoising approach for salt and pepper noise. Multimedia Tools and Applications.DOI
Xianghai Wang, Jingzhe Tao, Yutong Shen, Mingshuang Qin, Chuanming Song (2018). Distributed Source Coding of Hyperspectral Images Based on Three-Dimensional Wavelet. Journal of the Indian Society of Remote Sensing.DOI
Xianghai Wang, Ruoxi Song, Aidi Zhang, Xinnan Ai, Jingzhe Tao (2018). Remote sensing image magnification study based on the adaptive mixture diffusion model. Information Sciences.DOI
Xianghai Wang, Ruoxi Song, Chuanming Song, Jingzhe Tao (2018). The NSCT-HMT Model of Remote Sensing Image Based on Gaussian-Cauchy Mixture Distribution. IEEE Access.DOI
Lingling Fang, Xianghai Wang (2017). Lane Boundary Detection Algorithm Based on Vector Fuzzy Connectedness. Cognitive Computation.DOI
Lingling Fang, Wantong Zhao, Xinyou Li, Xianghai Wang (2017). A convex active contour model driven by local entropy energy with applications to infrared ship target segmentation. Optics & Laser Technology.DOI
Xianghai Wang, Ruoxi Song, Chong Zhang, Chang Li, Lingling Fang (2016). Image segmentation model based on adaptive adjustment of global and local information. International Journal of Imaging Systems and Technology.DOI
Lingling Fang, Xianghai Wang, Yu Wan (2016). Adaptable active contour model with applications to infrared ship target segmentation. Journal of Electronic Imaging.DOI
Xianghai Wang, Yu Wan, Rui Li, Jinling Wang, Lingling Fang (2016). A multi-object image segmentation C–V model based on region division and gradient guide. Journal of Visual Communication and Image Representation.DOI
Lingling Fang, Xianghai Wang, Yang Shan Sun, Kainan Xu (2016). Remote sensing image segmentation using active contours based on intercorrelation of nonsubsampled contourlet coefficients. Journal of Electronic Imaging.DOI
Xianghai Wang, Yingnan Liu, Hongwei Zhang, Lingling Fang (2014). A total variation model based on edge adaptive guiding function for remote sensing image de-noising. International Journal of Applied Earth Observation and Geoinformation.DOI
PeiGen NI, Xin SU, ChuanMing SONG, Xianghai Wang, LingLing FANG(2013). 非下采样Contourlet HMT模型. Scientia Sinica Informationis.DOI
Chuanming Song, Yanwen Guo, Xianghai Wang, Dan Liu (2013). Fuzzy quantization based bit transform for low bit-resolution motion estimation. Signal Processing Image Communication.DOI
Xianghai Wang, Lingling Fang, Ming Li (2013). Image segmentation based on adaptive mixture model. Journal of Optics.DOI
Lingling Fang, Xianghai Wang (2013). Image segmentation framework using EdgeFlow-Based active contours. Optik.DOI
Chuanming Song, Xianghai Wang, Fuyan Zhang (2010). Binary Alpha-Plane Assisted Fast Motion Estimation Scheme of Video Object. Journal of Software.DOI
Chuanming Song, Xianghai Wang, Yanwen Guo, Fuyan Zhang (2009). Binary Alpha-Plane Assisted Fast Motion Estimation of Video Objects in Wavelet Domain. DCC.DOI
Oujun Lou, Xianghai Wang, Zhengxuan Wang (2009). A NEW CONTOURLET-DOMAIN BASED IMAGE WATERMARKING SCHEME RESILIENT TO GEOMETRICAL ATTACKS. International Journal of Wavelets Multiresolution and Information Processing.DOI
Xianghai Wang (2009). Image Fusion Algorithm Based on the Neighboring Relation of Wavelet Coefficients.
Xianghai Wang (2009). Research of Image Mining.
Xianghai Wang (2009). Image Fusion Algorithm Based on Directional Spread of Wavelet Coefficients' Differences. Jisuanji kexue yu tansuo.
Xianghai Wang (2009). Iris Recognition Based on Wavelet Transform and 2D-PCA.
Xianghai Wang (2009). ROI Coding Method Based on Selecting Subband and Bitplane Shift.
Chuanming Song, Xianghai Wang, Fuyan Zhang (2008). Research on Motion Vector Accuracy in Overcomplete Wavelet-Domain Scalable Video Coding Based on Human Visual System Characteristics.DOI
Xianghai Wang (2008). Image Denoise Algorithm Based on Inter Correlation of Wavelet Coefficients at Finer Scales.