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Lingbo Huang, Yushi Chen*, Xin He, Spectral-Spatial Masked Transformer with Supervised and Contrastive Learning for Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, vol. 61, 2023. (SCI, IF: 8.2)
Xin He, Yushi Chen*, Lingbo Huang, Bayesian Deep Learning for Hyperspectral Image Classification with Low Uncertainty, IEEE Transactions on Geoscience and Remote Sensing, vol. 61, 2023. (SCI, IF: 8.2)
Zhaokui Li, Hui Guo, Yushi Chen, Cuiwei Liu, Qian Du, Zhuoqun Fang, Few-shot Hyperspectral Image Classification with Self-supervised Learning, IEEE Transactions on Geoscience and Remote Sensing, in press, 2023. (SCI, IF: 8.2)
Xin He, Yushi Chen*, Pedram Ghamisi, Dual Graph Convolutional Network for Hyperspectral Image Classification with Limited Training Samples, IEEE Transactions on Geoscience and Remote Sensing, vol. 60, 2022. (SCI, IF: 8.125, ESI高被引论文)
Xin He, Yushi Chen*, Lingbo Huang, Toward a Trustworthy Classifier with Deep CNN: Uncertainty Estimation Meets Hyperspectral Image, IEEE Transactions on Geoscience and Remote Sensing, vol. 60, 2022.(SCl, IF: 8.125)
Weiquan Wang, Yushi Chen*, Pedram Ghamisi, Transferring CNN with Adaptive Learning for Remote Sensing Scene Classification, IEEE Transactions on Geoscience and Remote Sensing, vol. 60, 2022. (SCI, IF: 8.125, ESI高被引论文)
Qingyun Li, Yushi Chen*, Ying Zeng, Transformer with Transfer CNN for Remote-Sensing-Image Object Detection, Remote Sensing, 2022,14(4),984. (SCI, IF: 5.349, ESI高被引论文)
Lingbo Huang, Yushi Chen*, Xin He and Pedram Ghamisi, Supervised Contrastive Learning-Based Classification for Hyperspectral Image, Remote Sensing, 2022,14(21),5530. (SCI, IF: 5.349)
Xin He, Yushi Chen*, Qingyun Li, Two-Branch Pure Transformer for Hyperspectral Image Classification, IEEE Geoscience and Remote Sensing Letters, vol. 19, 2022. (SCI, IF: 5.343)
Weiquan Wang, Yushi Chen*, Xin He, Zhaokui Li, Soft Augmentation-Based Siamese CNN for Hyperspectral Image Classification With Limited Training Samples, IEEE Geoscience and Remote Sensing Letters, vol. 19, 2022. (SCI, IF: 5.343)
Qingyun Li, Yushi Chen*, Pedram Ghamisi, Complementary Learning-Based Scene Classification of Remote Sensing Images with Noisy Labels, IEEE Geoscience and Remote Sensing Letters, vol. 19, 2022. (SCI, IF: 5.343)
Zihao Zhao, Yushi Chen*, Xin He, Adaptively heterogeneous transfer learning for hyperspectral image classification, Remote Sensing Letters, 2022, 13(12). (SCI, IF: 2.369)
Zhaokui Li, Ming Liu, Yushi Chen, Yimin Xu, Wei Li, Qian Du, Deep Cross-Domain Few-Shot Learning for Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, vol. 60, 202 2. (SCI, IF: 8.125, ESI高被引论文)
Zhuoqun Fang, Yuexin Yang, Zhaokui Li, Wei Li, Yushi Chen, Li Ma, Qian Du, Confident Learning-Based Domain Adaptation for Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, vol. 60, 2022. (SCI, IF: 8.125)
Yan Wang, Ming Liu, Zhaokui Li, Qian Du, Yushi Chen, Fei Li, and Haibo Yang, Heterogeneous Few-shot Learning for Hyperspectral Image Classification, IEEE Geoscience and Remote Sensing Letters, vol. 19, 2022. (SCI, IF: 5.343)
Xin He, Yushi Chen*, Zhouhan Lin, Spatial-Spectral Transformer for Hyperspectral Image Classification, Remote Sensing, 2021,13(3), 498. (SCI, IF: 4.848, ESI高被引论文)
Xin He, Yushi Chen*, Modifications of the Multi-Layer Perceptron for Hyperspectral Image Classification, Remote Sensing, 2021,13(17), 3547. (SCI, IF: 4.848)
Lingbo Huang, Yushi Chen*, Dual-Path Siamese CNN for Hyperspectral Image Classification With Limited Training Samples, IEEE Geoscience and Remote Sensing Letters, Vol. 18, No. 3, 2021, pp: 518-522. (SCl, IF: 3.833)
Xin He, Yushi Chen*, Transferring CNN Ensemble for Hyperspectral Image Classification, IEEE Geoscience and Remote Sensing Letters, Vol. 18, No. 5, 2021, pp: 876-880. (SCI, IF: 3.534)
Hao Xie, Yushi Chen*, LiDAR Data Classification Based on Automatic designed CNN, IEEE Geoscience and Remote Sensing Letters, Vol. 18, No. 9, 2021, pp: 1665 - 1669. (SCI, IF: 3.833)
Hao Xie, Yushi Chen*, Pedram Ghamisi, Remote Sensing Image Scene Classification via Label Augmentation and Intra-class Constraint, Remote Sensing, 2021,13(13), 2566. (SCI, IF: 4.848)
Lingbo Huang, Yushi Chen*, Xin He, Weakly Supervised Classification of Hyperspectral Image Based on Complementary Learning, Remote Sensing, 2021,13(24), 5009. (SCI, IF: 4.848)
Haoyu Zhang, Lei Yu, Yushi Chen*, Yinsheng Wei, Fast Complex-Valued CNN for Radar Jamming Signal Recognition, Remote Sensing, 2021,13(15), 2867. (SCI, IF: 4.848)
Haoyu Zhang, Yushi Chen*, Xin He, et al., BOOSTING CNN FOR HYPERSPECTRAL IMAGE CLASSIFICATI ON, International Geoscience And Remote Sensing Symposium (IGARSS) 2021. (El)
Xin He, Yushi Chen*, Pedram Ghamisi, Heterogeneous Transfer Learning for Hyperspectral Image Classi fication Based on Convolutional Neural Network, IEEE Transactions on Geoscience and Remote Sensing, Vol. 58, No. 5, 2020, pp: 3246 - 3263. (SCI, IF: 5.630, ESI高被引论文)
Guangqing Shao, Yushi Chen*, Yinsheng Wei, Convolutional neural network-based radar jamming signal classification with sufficient and limited samples, IEEE Access, Vol. 8, pp: 80588-80598. (SCI, IF: 4.098)
Guangqing Shao, Yushi Chen*, Yinsheng Wei, Deep Fusion for Radar Jamming Signal Classification Based on CNN, IEEE Access, Vol. 8, pp: 117236-117244. (SCI, IF: 4.098)
Yushi Chen*, Kaiqiang Zhu, Lin Zhu, Xin He, Pedram Ghamisi, Jón Atli Benediktsson, Automatic Design of Convolutional Neural Network for Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, Vol. 57, No. 9, 2019, pp: 7048 - 7066. (SCI, IF: 5.630, ESI高被引论文)
Yushi Chen*, Ying Wang, Yanfeng Gu, Pedram Ghamisi, Xiuping Jia, Deep Learning Ensemble for Hyper spectral Image Classification, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 12, No. 6, 2019, pp: 1882- 1897. (SCI, IF: 3.392)
Yushi Chen*, Lingbo Huang, Lin Zhu, Naoto Yokoya and Xiuping Jia, Fine-Grained Classification of Hy perspectral Imagery Based on Deep Learning, Remote Sensing, 2019,11 (22), 2690. (SCI, IF: 4.030)
Xin He, Yushi Chen*, Optimized Input for CNN-Based Hyperspectral Image Classification Using Spatial Transformer Network, IEEE Geoscience and Remote Sensing Letters, Vol. 16, No. 12, 2019, pp: 1884-1888. (SCI, IF: 3.534)
Kaiqiang Zhu, Yushi Chen*, Pedram Ghamisi, Xiuping Jia, Jón Atli Benediktsson, Deep Convolutional Capsule Network for Hyperspectral Image Spectral and Spectral-Spatial Classification, Remote Sensing, 2 019, 11(3), 223. (SCI, IF: 4.030)
Aili Wang, Ying Wang, Yushi Chen*, Hyperspectral Image Classification Based on Convolutional Neural Network and Random Forest, Remote Sensing Letters, Vol. 10, No. 11, 2019, pp: 1086-1094. (SCI, IF: 2.0 24)
Shutao Li, Weiwei Song, Leyuan Fang, Yushi Chen, Pedram Ghamisi, Jón Atli Benediktsson, Deep Learning for Hyperspectral Image Classification: An Overview, IEEE Transactions on Geoscience and Remote S ensing, Vol. 57, No. 9, 2019, pp: 6690 - 6709. (SCI, IF: 5.630, ESI高被引论文，ESI热点论文)
Xin He, Aili Wang, Pedram Ghamisi, Guoyu Li, Yushi Chen*, LiDAR Data Classification Using Spatial Tran sformation and CNN, IEEE Geoscience and Remote Sensing Letters, Vol. 16, No. 1, 2019, pp: 125-129. (S Cl, IF: 3.534)
Di Wu, Ye Zhang, Yushi Chen, Shengwei Zhong, Vehicle Detection in High-Resolution Images Using Su perpixel Segmentation and CNN Iteration Strategy, IEEE Geoscience and Remote Sensing Letters, Vol. 1 6, No. 1, 2019, pp: 105-109. (SCI, IF: 3.534)
Lin Zhu, Yushi Chen*, Pedram Ghamisi, and Jón Atli Benediktsson, Generative Adversarial Networks for Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, Vol. 56, No.9, 2018, pp: 5046- 5063. (SCI, IF: 4.662, ESI高被引论文, ESI热点论文)
Aili Wang, Xin He, Pedram Ghamisi, and Yushi Chen*, LiDAR Data Classification Using Morphological Pr ofiles and Convolutional Neural Networks, IEEE Geoscience and Remote Sensing Letters, Vol. 15, No. 5, 2018, pp: 774 - 778. (SCI, IF: 2.892)
Pedram Ghamisi, Emmanuel Maggiori, Shutao Li, Roberto Souza, Yuliya Tarablaka, Gabriele Moser, Andr ea De Giorgi, Leyuan Fang, Yushi Chen, Mingmin Chi, Sebastiano B. Serpico, Jón Atli Benediktsson, New Frontiers in Spectral-Spatial Hyperspectral Image Classification: The Latest Advances Based on Mathe matical Morphology, Markov Random Fields, Segmentation, Sparse Representation, and Deep Learning, IEEE Geoscience and Remote Sensing Magazine, vo. 6, No. 3, 2018, pp: 10-43. (SCI, IF: 4932, ESI高被 引论文,ESI热点论文)
Yushi Chen*, Lin Zhu, et al., Hyperspectral Images Classification with Gabor Filtering and Convolutional Neural Network, IEEE Geoscience and Remote Sensing Letters, Vol. 14, No. 12, 2017, pp: 2355 - 2359. (SCI, IF: 2.761, ESI高被引论文)
Yushi Chen*, Chunyang Li, et al., Deep Fusion of Remote Sensing Data for Accurate Classification, IEEE Geoscience and Remote Sensing Letters, Vol. 14, No. 8, 2017, pp: 1253 - 1257. (SCI, IF: 2.761)
Yushi Chen*, Shunli Ma, et al., Hyperspectral Data Clustering Based on Density Analysis Ensemble, Remote Sensing Letters, Vol. 8, No. 2, 2017, pp: 194-203. (SCI, IF: 1.487)
Pedram Ghamisi, Javier Plaza, Yushi Chen, Jun Li, Antonio J Plaza, Advanced Spectral Classifiers for Hyperspectral Images: A review, IEEE Geoscience and Remote Sensing Magazine, vo. 5, No. 1, 2017, pp: 8-3 2. (SCI, IF: 2.676, ESI高被引论文)
Xi Chen, Gongjian Zhou, Yushi Chen, et al., Supervised Multiview Feature Selection Exploring Homoge neity and Heterogeneity With -Norm and Automatic View Generation, IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 4, 2017, pp: 2074 - 2088. (SCI, IF: 4.942)
Shengwei Zhong, Ye Zhang, Yushi Chen, Di Wu, Combining Component Substitution and Multiresoluti on Analysis: A Novel Generalized BDSD Pansharpening Algorithm, IEEE Journal of Selected Topics in Ap plied Earth Observations and Remote Sensing, Vol.10, No.6f 2017, pp: 2867 - 2875. (SCI, IF: 2.913)
Yushi Chen*, Hanlu Jiang, Chunyang Li, Xiuping Jia, Pedram Ghamisi, Deep Feature Extraction and Clas sification of Hyperspectral Images Based on Convolutional Neural Networks, IEEE Transactions on Geos cience and Remote Sensing, Vol. 54, No. 10, 2016, pp: 6232 - 6251. (SCI, IF: 4.942, ESI高被引论文，ESI热点论文,IEEE GRSS Highest Impact Paper)
Yushi Chen*, Chunyang Li, et al., DEEP FUSION OF HYPERSPECTRAL AND LIDAR DATA FOR THEMATIC C LASSIFICATION, International Geoscience And Remote Sensing Symposium (IGARSS) 2016. (El)
Pedram Ghamisi, Yushi Chen, Xiao Xiang Zhu, A Self-Improving Convolution Neural Network for the Cl assification of Hyperspectral Data, IEEE Geoscience and Remote Sensing Letters, Vol. 13, No. 10, 2016, pp: 1537- 1541. (SCI, IF: 2.228)
Xi Chen, Jinzi Qi, Yushi Chen, et al., Adaptive semisupervised feature selection without graph construction for very high resolution remote sensing images, Journal of Applied Remote Sensing, Vol. 10, No. 2, 2016. (SCIJF: 0.937)
Zhen Zuo, Bing Shuai, Gang Wang, Xiao Liu, Xingxing Wang, Bing Wang, Yushi Chen, Learning Contextual Dependence With Convolutional Hierarchical Recurrent Neural Networks, IEEE Transactions on Image Processing, Vol. 25, No. 7, 2016, pp: 2983 - 2996. (SCI, IF: 3.735)
Yidan Teng, Ye Zhang, Yushi Chen, Chunli Ti, Adaptive Morphological Filtering Method for Structural F usion Restoration of Hyperspectral Images, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 9, No. 2, 2016, pp: 655-667. (SCI, IF: 2.145)
Yushi Chen*, Xing Zhao, Xiuping Jia, Spectral-Spatial Classification of Hyperspectral Data Based on Deep Belief Network, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol.8, No.6, 2015, pp: 2381- 2392. (SCI, IF: 3.026, ESI高被引论文)
Ran Wei, Ye Zhang, Yushi Chen. Anisotropy regularization-based restoration of imaging process in line -scanning spectrometer. JOURNAL OF APPLIED REMOTE SENSING, Vol. 9, No. 1, 2015. (SCI, IF: 1.183)
Zhen Zuo, Bing Shuai, Gang Wang, Xiao Liu, Xingxing Wang, Bing Wang, and Yushi Chen, Convolutional recurrent neural networks: Learning spatial dependencies for image representation, 2015 IEEE Confere nce on Computer Vision and Pattern Recognition Workshops (CVPRW), pp: 18 - 26
Di Wu, Ye Zhang, Yushi Chen, 3D SPARSE CODING BASED DENOISING OF HYPERSPECTRAL IMAGES, IEEE IGARSS 2015, (El)
张钧萍，谷延锋，陈雨时。遥感数字图像分析导论(第5版，译著)(4-7章),电子工业出版社。
Yushi Chen*, Zhouhan Lin, Xing Zhao, Gang Wang, Yanfeng Gu, Deep Learning-Based Classification of Hyperspectral Data, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol.7, No.6f 2014, pp: 2094 - 2107. (SCI, IF: 2.874, ESI高被引论文，IEEE GRSS Highest Impact Paper)
Yushi Chen*, Xing Zhao, Zhouhan Lin, Optimizing Subspace SVM Ensemble for Hyperspectral Imagery Classification, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vbl.7, No.4, 2014, pp: 1295 - 1305. (SCI, IF: 2.874)
Yushi Chen*, Xing Zhao, Zhouhan Lin, JOINT ADABOOST AND MULTIFEATURE BASED ENSEMBLE FOR HYPERSPECTRAL IMAGE CLASSIFICATION, International Geoscience And Remote Sensing Symposium (IGARSS) 2014, pp： 2874-2877, Quebec, Canada. (El)
Shengwei Zhong, Yushi Chen, Ye Zhang, SPATIAL INFORMATION AIDED FINE CLASSIFICATION OF HYPERSPECTRAL IMAGES WITH SIMILAR SPECTRUMS, International Geoscience And Remote Sensing Symposium (IGARSS) 2014, pp: 2882-2885, Quebec, Canada. (El)
Yidan Teng, Ye Zhang, Yushi Chen, A BIDIRECTIONAL GRADIENT PREDICTION BASED METHOD FOR HYPERSPECTRAL DATA JUNK BANDS RESTORATION, International Geoscience And Remote Sensing Symposium (IGARSS) 2014, pp: 4624-4627, Quebec, Canada. (El)
Yidan Teng, Ye Zhang, Yushi Chen, Chunli Ti, A NOVEL HYPERSPECTRAL IMAGES DESTRIPING METHOD BASED ON EDGE RECONSTRUCTION AND ADAPTIVE MORPHOLOGICAL OPERATORS, International Conference on Image Processing (ICIP) 2014, pp: 1-5, Paris, France. (El)
陈雨时，高光谱数据降维及压缩技术(专著)，哈尔滨工程大学出版社。
Yushi Chen*, Zhouhan Lin, Xing Zhao, RIEMANNIAN MANIFOLD LEARNING BASED k-NEAREST-NEIGHB OR FOR HYPERSPECTRAL IMAGE CLASSIFICATION, International Geoscience And Remote Sensing Symposium (IGARSS) 2013, pp: 1975-1978, Melbourne, Australia. (El)
Yushi Chen*, Changbo Qu, Zhouhan Lin, "SUPERVISED LOCALLY LINEAR EMBEDDING BASED DIMENSI ON REDUCTION FOR HYPERSPECTRAL IMAGE CLASSIFICATION", International Geoscience And Remote Sensing Symposium (IGARSS) 2013, pp: 3578-3581, Melbourne, Australia. (El)
Zhouhan Lin, Yushi Chen*, Xing Zhao, Gang Wang, Spectral-Spatial Classification of Hyperspectral Image Using Autoencoders, International Conference on Information, Communications and Signal Processing (ICICS) 2013, pp: 1-5, Taiwan (El)
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