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• 2026
• 
  [j44]
  Xiaorui Ma,Haoran Xie,S. Joe Qin:
  Efficiently Integrate Large Language Models with Visual Perception: A Survey from the Training Paradigm Perspective.Inf. Fusion125:103419 (2026)
• 2025
• 
  [j43]
  Weiquan Yang,Zhaolin Lu,Zengrui Li,Yalin Cui,Lijin Dai,Yupeng Li,Xiaorui Ma,Huaibo Zhu:
  The impact of human-AIGC tools collaboration on the learning effect of college students: a key factor for future education?Kybernetes54(15):7746-7763 (2025)
• 
  [j42]
  Jiacheng Tian,Dunbin Shen,Wenfeng Kong,Min Li,Hongyu Wang,Xiaorui Ma:
  Hyperspectral Target Detection Based on Macro-Micro Spectrum Contrastive Learning.IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.18:15157-15169 (2025)
• 
  [j41]
  Wenfeng Kong,Dunbin Shen,Min Li,Xiaorui Ma,Hongyu Wang:
  Hyperspectral Anomaly Detection Based on Tensor Approximation With Tensor Double Nuclear Norm.IEEE Trans. Geosci. Remote. Sens.63:1-14 (2025)
• 
  [j40]
  Yumo Qie,Jiawei Li,Dunbin Shen,Zhenrong Du,Xiaorui Ma,Jie Wang,Hongyu Wang:
  Parallel Adversarial Domain Adaptation for Cross-Dataset Hyperspectral Image Classification.IEEE Trans. Geosci. Remote. Sens.63:1-15 (2025)
• 
  [j39]
  Dunbin Shen,Xuanbing Zhu,Jiacheng Tian,Jianjun Liu,Zhenrong Du,Hongyu Wang,Xiaorui Ma:
  HTD-Mamba: Efficient Hyperspectral Target Detection With Pyramid State Space Model.IEEE Trans. Geosci. Remote. Sens.63:1-15 (2025)
• 
  [i3]
  Xiaorui Ma,Haoran Xie,S. Joe Qin:
  Efficiently Integrate Large Language Models with Visual Perception: A Survey from the Training Paradigm Perspective.CoRRabs/2502.01524 (2025)
• 2024
• 
  [j38]
  Xiaokai Liu,Shi Tang,Boyi Zhang,Jingmiao Wu,Xiaorui Ma,Jie Wang:
  WiVi-GR: Wireless-Visual Joint Representation-Based Accurate Gesture Recognition.IEEE Internet Things J.11(2):2701-2711 (2024)
• 
  [j37]
  Xiaokai Liu,Mingyue Li,Boyi Zhang,Luyuan Hao,Xiaorui Ma,Jie Wang:
  Cross-Modality Gesture Recognition With Complete Representation Projection.IEEE Internet Things J.11(9):16184-16195 (2024)
• 
  [j36]
  Zhenrong Du,Le Yu,Damien Arvor,Xiyu Li,Xin Cao,Liheng Zhong,Qiang Zhao,Xiaorui Ma,Hongyu Wang,Xiaoxuan Liu,Mingjuan Zhang,Bing Xu,Peng Gong:
  Dual Data- and Knowledge-Driven Land Cover Mapping Framework for Monitoring Annual and Near-Real-Time Changes.IEEE Trans. Geosci. Remote. Sens.62:1-14 (2024)
• 
  [c15]
  Jiayu Wan,Yingguang Hao,Xiaorui Ma,Hongyu Wang:
  Multi-Scale Graph-Based Cross-Attention Transformer for Whole Slide Image Classification.ICARCV2024:1-6
• 
  [i2]
  Dunbin Shen,Xuanbing Zhu,Jiacheng Tian,Jianjun Liu,Zhenrong Du,Hongyu Wang,Xiaorui Ma:
  HTD-Mamba: Efficient Hyperspectral Target Detection with Pyramid State Space Model.CoRRabs/2407.06841 (2024)
• 2023
• 
  [j35]
  Xiaokai Liu,Weihao Ma,Xiaorui Ma,Jie Wang:
  LAE-Net: A locally-adaptive embedding network for low-light image enhancement.Pattern Recognit.133:109039 (2023)
• 
  [j34]
  Dunbin Shen,Xiaorui Ma,Wenfeng Kong,Jianjun Liu,Jie Wang,Hongyu Wang:
  Hyperspectral Target Detection Based on Interpretable Representation Network.IEEE Trans. Geosci. Remote. Sens.61:1-16 (2023)
• 
  [j33]
  Jie Wang,Fan Li,Xiaorui Ma,Ye Sun,Zhengdong Yin,Qinghua Gao:
  Lightweight Device-Free Wireless Sensing Using Information-for-Complexity Strategy.IEEE Trans. Ind. Informatics19(4):6117-6126 (2023)
• 
  [j32]
  Yangyang Wang,Dongbing Gu,Xiaorui Ma,Jie Wang,Hongyu Wang:
  Robust Real-Time AUV Self-Localization Based on Stereo Vision-Inertia.IEEE Trans. Veh. Technol.72(6):7160-7170 (2023)
• 
  [i1]
  Dunbin Shen,Xiaorui Ma,Wenfeng Kong,Jiacheng Tian,Hongyu Wang:
  Hyperspectral Target Detection Based on Low-Rank Background Subspace Learning and Graph Laplacian Regularization.CoRRabs/2306.00676 (2023)
• 2022
• 
  [j31]
  Xiaorui Ma:
  Influence Study of Learners' Independent Learning Ability on Learning Performance in Online Learning.Int. J. Emerg. Technol. Learn.17(9):201-213 (2022)
• 
  [j30]
  Meng Xu,Yuanyuan Zhao,Yajun Liang,Xiaorui Ma:
  Hyperspectral Image Classification Based on Class-Incremental Learning with Knowledge Distillation.Remote. Sens.14(11):2556 (2022)
• 
  [j29]
  Xiaorui Ma,Shilong Hou,Yangyang Wang,Jie Wang,Hongyu Wang:
  Multiscale and Dense Ship Detection in SAR Images Based on Key-Point Estimation and Attention Mechanism.IEEE Trans. Geosci. Remote. Sens.60:1-11 (2022)
• 
  [j28]
  Yangyang Wang,Xiaorui Ma,Jie Wang,Shilong Hou,Ju Dai,Dongbing Gu,Hongyu Wang:
  Robust AUV Visual Loop-Closure Detection Based on Variational Autoencoder Network.IEEE Trans. Ind. Informatics18(12):8829-8838 (2022)
• 
  [c14]
  Shengnan Yang,Shilong Hou,Yifan Zhang,Hongyu Wang,Xiaorui Ma:
  Change Detection of High-Resolution Remote Sensing Image Based on Semi-Supervised Segmentation and Adversarial Learning.IGARSS2022:1055-1058
• 
  [c13]
  Yuanyuan Zhao,Lin Ha,Hongyu Wang,Xiaorui Ma:
  Few-Shot Class Incremental Learning for Hyperspectral Image Classification Based on Constantly Updated Classifier.IGARSS2022:1376-1379
• 
  [c12]
  Dunbin Shen,Xiaorui Ma,Hongyu Wang,Jianjun Liu:
  A Dual Sparsity Constrained Approach for Hyperspectral Target Detection.IGARSS2022:1963-1966
• 2021
• 
  [j27]
  Kun Sun,Yi Liang,Xiaorui Ma,Yuanyuan Huai,Mengdao Xing:
  DSDet: A Lightweight Densely Connected Sparsely Activated Detector for Ship Target Detection in High-Resolution SAR Images.Remote. Sens.13(14):2743 (2021)
• 
  [j26]
  Xiaorui Ma,Xuerong Mou,Jie Wang,Xiaokai Liu,Jie Geng,Hongyu Wang:
  Cross-Dataset Hyperspectral Image Classification Based on Adversarial Domain Adaptation.IEEE Trans. Geosci. Remote. Sens.59(5):4179-4190 (2021)
• 
  [j25]
  Xiaorui Ma,Sheng Ji,Jie Wang,Xiaokai Liu,Hongyu Wang:
  Classification of Hyperspectral Image Based on Task-Specific Learning Network.IEEE Trans. Geosci. Remote. Sens.59(10):8646-8656 (2021)
• 2020
• 
  [j24]
  Jie Wang,Liang Zhang,Changcheng Wang,Xiaorui Ma,Qinghua Gao,Bin Lin:
  Device-Free Human Gesture Recognition With Generative Adversarial Networks.IEEE Internet Things J.7(8):7678-7688 (2020)
• 
  [j23]
  Jie Geng,Xinyang Deng,Xiaorui Ma,Wen Jiang:
  Transfer Learning for SAR Image Classification Via Deep Joint Distribution Adaptation Networks.IEEE Trans. Geosci. Remote. Sens.58(8):5377-5392 (2020)
• 
  [j22]
  Xiaorui Ma,Yunong Zhao,Liang Zhang,Qinghua Gao,Miao Pan,Jie Wang:
  Practical Device-Free Gesture Recognition Using WiFi Signals Based on Metalearning.IEEE Trans. Ind. Informatics16(1):228-237 (2020)
• 
  [j21]
  Jie Wang,Yunong Zhao,Xiaorui Ma,Qinghua Gao,Miao Pan,Hongyu Wang:
  Cross-Scenario Device-Free Activity Recognition Based on Deep Adversarial Networks.IEEE Trans. Veh. Technol.69(5):5416-5425 (2020)
• 
  [j20]
  Yangyang Wang,Xiaorui Ma,Jie Wang,Hongyu Wang:
  Pseudo-3D Vision-Inertia Based Underwater Self-Localization for AUVs.IEEE Trans. Veh. Technol.69(7):7895-7907 (2020)
• 
  [j19]
  Jie Wang,Qinhua Gao,Xiaorui Ma,Yunong Zhao,Yuguang Fang:
  Learning to Sense: Deep Learning for Wireless Sensing with Less Training Efforts.IEEE Wirel. Commun.27(3):156-162 (2020)
• 
  [c11]
  Shilong Hou,Xiaorui Ma,Xinrong Wang,Zanhao Fu,Jie Wang,Hongyu Wang:
  SAR Image Ship Detection Based on Scene Interpretation.IGARSS2020:2863-2866

• 2019
• 
  [j18]
  Xiaokai Liu,Sheng Bi,Xiaorui Ma,Jie Wang:
  Multi-Instance Convolutional Neural Network for multi-shot person re-identification.Neurocomputing337:303-314 (2019)
• 
  [j17]
  Jie Geng,Xiaorui Ma,Xiaojun Zhou,Hongyu Wang:
  Saliency-Guided Deep Neural Networks for SAR Image Change Detection.IEEE Trans. Geosci. Remote. Sens.57(10):7365-7377 (2019)
• 
  [j16]
  Xiaorui Ma,Xuerong Mou,Jie Wang,Xiaokai Liu,Hongyu Wang,Baocai Yin:
  Cross-Data Set Hyperspectral Image Classification Based on Deep Domain Adaptation.IEEE Trans. Geosci. Remote. Sens.57(12):10164-10174 (2019)
• 
  [j15]
  Xiaorui Ma,Sheng Ji,Jie Wang,Jie Geng,Hongyu Wang:
  Hyperspectral Image Classification Based on Two-Phase Relation Learning Network.IEEE Trans. Geosci. Remote. Sens.57(12):10398-10409 (2019)
• 
  [j14]
  Jie Wang,Jingyu Tong,Xinxin Fan,Xiaorui Ma,Qinghua Gao,Xiaoxia Huang:
  A Dynamic Differential Phase Analysis Method for Wireless Sensing.IEEE Trans. Veh. Technol.68(8):7723-7732 (2019)
• 
  [c10]
  Jie Geng,Xiaorui Ma,Wen Jiang,Xiaoyu Hu,Dawei Wang,Hongyu Wang:
  Cross-Scene Hyperspectral Image Classification Based on Deep Conditional Distribution Adaptation Networks.IGARSS2019:716-719
• 
  [c9]
  Xiaorui Ma,Hongyu Wang,Yi Liu,Sheng Ji,Qinghua Gao,Jie Wang:
  Knowledge Guided Classification Of Hyperspectral Image Based on Hierarchical Class Tree.IGARSS2019:2702-2705
• 
  [c8]
  Sheng Ji,Xiaorui Ma,Weibin Wang,Li Yu,Jie Geng,Hongyu Wang:
  Hyperspectral Image Classification by Parameters Prediction Networks.IGARSS2019:3309-3312
• 2018
• 
  [j13]
  Jie Geng,Xiaorui Ma,Jianchao Fan,Hongyu Wang:
  Semisupervised Classification of Polarimetric SAR Image via Superpixel Restrained Deep Neural Network.IEEE Geosci. Remote. Sens. Lett.15(1):122-126 (2018)
• 
  [j12]
  Xiaokai Liu,Xiaorui Ma,Jie Wang,Hongyu Wang:
  M³L: Multi-modality mining for metric learning in person re-Identification.Pattern Recognit.76:650-661 (2018)
• 
  [j11]
  Jie Geng,Hongyu Wang,Jianchao Fan,Xiaorui Ma:
  SAR Image Classification via Deep Recurrent Encoding Neural Networks.IEEE Trans. Geosci. Remote. Sens.56(4):2255-2269 (2018)
• 
  [j10]
  Xiaorui Ma,Anyan Fu,Jie Wang,Hongyu Wang,Baocai Yin:
  Hyperspectral Image Classification Based on Deep Deconvolution Network With Skip Architecture.IEEE Trans. Geosci. Remote. Sens.56(8):4781-4791 (2018)
• 
  [j9]
  Jie Wang,Yunong Zhao,Xinxin Fan,Qinghua Gao,Xiaorui Ma,Hongyu Wang:
  Device-Free Identification Using Intrinsic CSI Features.IEEE Trans. Veh. Technol.67(9):8571-8581 (2018)
• 
  [j8]
  Lingyan Zhang,Qinghua Gao,Xiaorui Ma,Jie Wang,Tingting Yang,Hongyu Wang:
  DeFi: Robust Training-Free Device-Free Wireless Localization With WiFi.IEEE Trans. Veh. Technol.67(9):8822-8831 (2018)
• 
  [c7]
  Anyan Fu,Xiaorui Ma,Hongyu Wang:
  Classification of Hyperspectral Image Based on Hybrid Neural Networks.IGARSS2018:2643-2646
• 2017
• 
  [j7]
  Xiaokai Liu,Hongyu Wang,Jie Wang,Xiaorui Ma:
  Person re-identification by multiple instance metric learning with impostor rejection.Pattern Recognit.67:287-298 (2017)
• 
  [j6]
  Jie Geng,Hongyu Wang,Jianchao Fan,Xiaorui Ma:
  Deep Supervised and Contractive Neural Network for SAR Image Classification.IEEE Trans. Geosci. Remote. Sens.55(4):2442-2459 (2017)
• 
  [j5]
  Jie Wang,Xiao Zhang,Qinghua Gao,Xiaorui Ma,Xueyan Feng,Hongyu Wang:
  Device-Free Simultaneous Wireless Localization and Activity Recognition With Wavelet Feature.IEEE Trans. Veh. Technol.66(2):1659-1669 (2017)
• 
  [j4]
  Qinhua Gao,Jie Wang,Xiaorui Ma,Xueyan Feng,Hongyu Wang:
  CSI-Based Device-Free Wireless Localization and Activity Recognition Using Radio Image Features.IEEE Trans. Veh. Technol.66(11):10346-10356 (2017)
• 
  [c6]
  Jie Geng,Jianchao Fan,Hongyu Wang,Xiaorui Ma:
  Change detection of marine reclamation using multispectral images via patch-based recurrent neural network.IGARSS2017:612-615
• 
  [c5]
  Jie Geng,Hongyu Wang,Jianchao Fan,Xiaorui Ma:
  Classification of fusing SAR and multispectral image via deep bimodal autoencoders.IGARSS2017:823-826
• 2016
• 
  [j3]
  Xiaorui Ma,Hongyu Wang,Jie Geng:
  Spectral-Spatial Classification of Hyperspectral Image Based on Deep Auto-Encoder.IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.9(9):4073-4085 (2016)
• 
  [c4]
  Xiaofei Shi,Yunfeng Ma,Qi Wang,Tingshuai Wang,Ping Wang,Shuai Wang,Xuezong Xu,Weike Xu,Zhongyi Wei,Nan Xiao,Caina Zhang,Xiaorui Ma,Yanwei Qian,Kunyu Gao:
  Research on the Algorithm of Converting Files Generated by CALPOST to AVS/Express Platform.GRMSE (2)2016:260-266
• 
  [c3]
  Jie Geng,Jianchao Fan,Xiaorui Ma,Hongyu Wang,Ke Cao:
  An iterative low-rank representation for SAR image despeckling.IGARSS2016:72-75
• 
  [c2]
  Xiaorui Ma,Hongyu Wang,Jie Geng,Jie Wang:
  Hyperspectral image classification with small training set by deep network and relative distance prior.IGARSS2016:3282-3285
• 
  [c1]
  Xiao Zhang,Jie Wang,Qinghua Gao,Xiaorui Ma,Hongyu Wang:
  Device-free wireless localization and activity recognition with deep learning.PerCom Workshops2016:1-5
• 2015
• 
  [j2]
  Xiaorui Ma,Jie Geng,Hongyu Wang:
  Hyperspectral image classification via contextual deep learning.EURASIP J. Image Video Process.2015:20 (2015)
• 
  [j1]
  Jie Geng,Jianchao Fan,Hongyu Wang,Xiaorui Ma,Baoming Li,Fuliang Chen:
  High-Resolution SAR Image Classification via Deep Convolutional Autoencoders.IEEE Geosci. Remote. Sens. Lett.12(11):2351-2355 (2015)

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