基本信息

高连如  男  博导  中国科学院空天信息创新研究院

曾获得国家优秀青年科学基金项目资助
电子邮件: gaolr@aircas.ac.cn
通信地址: 北京市海淀区邓庄南路9号
邮政编码: 100094

研究领域

高光谱遥感

招生信息

直博生2名 

教育背景

2002-09--2007-07   中国科学院遥感应用研究所   博士
1998-09--2002-07   清华大学   学士

工作经历

   
工作简历
2020-03~现在, 中国科学院空天信息创新研究院, 研究员
2015-02~2020-02,中国科学院遥感与数字地球研究所, 研究员
2012-09~2015-01,中国科学院遥感与数字地球研究所, 副研究员
2010-01~2012-08,中国科学院对地观测与数字地球科学中心, 副研究员
2008-01~2009-12,中国科学院对地观测与数字地球科学中心, 助理研究员
2007-07~2007-12,中国科学院遥感应用研究所, 助理研究员
社会兼职
2022-05-26-今,中国测绘学会摄影测量与遥感专业委员会, 委员
2022-01-01-今,中国遥感应用协会黄土高原遥感分会, 常务理事
2021-12-01-今,Chinese Geographical Science, 编委
2020-12-01-今,中国图象图形学报, 编委
2019-12-01-今,IET Image Processing期刊, 副主编
2019-12-01-今,工信部空间光电探测与感知重点实验室, 学术委员会委员
2018-06-01-今,中国图象图形学学会遥感图像专业委员会, 委员

专利与奖励

   
奖励信息
(1) 第11届国际高光谱图像与信号处理研讨会杰出论文奖, , 其他, 2021
(2) ***遥感信息***关键技术, 一等奖, 部委级, 2019
(3) 高光谱遥感信息机理与多学科应用, 二等奖, 国家级, 2018
(4) 2017年度IEEE TGRS期刊最佳审稿人, , 其他, 2017
(5) 高光谱遥感研究集体, , 院级, 2016
(6) 2015年度IEEE JSTARS期刊优秀审稿人, , 其他, 2015
专利成果
[1] 高连如, 孙旭, 孙晓彤, 郑珂, 刘潋. 高光谱图像中目标区域的确定方法及相关装置. CN: CN112183426A, 2021-01-05.

[2] 孙旭, 董晓宇, 高连如, 张兵. 一种网络构建方法、图像超分辨率重建方法及系统. CN: CN111461987A, 2020-07-28.

[3] 高连如, 苏远超, 孙旭, 李军, 张兵. 一种高光谱图像端元提取方法及系统. CN: CN105976357B, 2019-05-03.

[4] 孙旭, 董晓宇, 高连如, 雷莉萍, 张兵. 一种图像超分辨率重建方法及装置. CN: CN109447900A, 2019-03-08.

[5] 张文娟, 马建行, 高连如, 陈正超, 高建威, 张兵. 一种全谱段高光谱图像模拟方法及装置. 中国: CN107274460B, 2019-01-29.

[6] 张文娟, 莫云华, 张兵, 陈正超, 高连如. 植被区高光谱图像模拟方法. 中国: CN107437267B, 2019-01-04.

[7] 张兵, 孙旭, 高连如, 高建威, 于浩洋. 一种高光谱图像的波段选择方法及装置. 中国: CN104268582A, 2017-07-14.

[8] 张兵, 高连如, 郭乾东, 孙旭, 吴远峰, 李利伟. 一种异常检测方法及装置. 中国: CN103559714A, 2017-05-24.

[9] 吴远峰, 高连如, 申茜, 胡锦洪, 孙旭, 张兵. 光谱数据处理方法及装置. 中国: CN103942450A, 2017-02-22.

[10] 吴远峰, 高连如, 赵海娜, 高建威, 张兵. 高光谱遥感图像特征提取方法及装置. 中国: CN103942788A, 2017-01-04.

[11] 张兵, 孙旭, 高连如, 吴远峰, 李利伟, 张文娟. 一种目标地物数据处理装置. 中国: CN103198115A, 2016-12-28.

[12] 吴远峰, 张浩, 陈正超, 孙旭, 高连如, 张兵. 高光谱遥感图像校正方法及装置. 中国: CN103971334A, 2016-11-30.

[13] 张兵, 孙旭, 高连如, 吴远峰, 李利伟, 庄丽娜. 一种基于高光谱遥感图像的分类方法及装置. 中国: CN103295030A, 2016-11-30.

[14] 张兵, 孙旭, 于浩洋, 高连如, 庄丽娜, 李聪. 高光谱图像的道路提取方法及装置. 中国: CN103839275A, 2016-11-16.

[15] 张文娟, 张兵, 高连如, 陈正超, 高建威. 一种图像空间退化模拟方法及系统. CN: CN105976317A, 2016-09-28.

[16] 张兵, 孙旭, 于浩洋, 高连如, 吴远峰, 李利伟. 一种图像目标区域提取的方法及系统. CN: CN105913065A, 2016-08-31.

[17] 张兵, 高建威, 李利伟, 高连如, 吴远峰. 一种高维数据模式分类方法、装置及系统. CN: CN105760427A, 2016-07-13.

[18] 李利伟, 张兵, 高连如. 从高空间分辨率光学影像中提取倒塌房屋的方法及装置. 中国: CN103218597A, 2016-05-11.

[19] 张兵, 高连如, 孙旭, 郭乾东, 吴远峰, 李利伟. 一种高光谱图像的异常检测方法及装置. 中国: CN103559715A, 2016-04-27.

[20] 张兵, 高连如, 孙旭, 杨斌, 倪丽. 高光谱图像波段选择方法及装置. 中国: CN103268502A, 2016-04-20.

[21] 张兵, 孙旭, 高连如, 吴远峰, 高建威, 倪丽. 一种目标识别方法及装置. 中国: CN103020644A, 2016-03-30.

[22] 张兵, 张文娟, 刘瑶, 高连如, 王俊, 李霞. 一种中红外强吸收通道图像模拟方法及装置. 中国: CN103295251A, 2016-03-02.

[23] 张兵, 申茜, 孙旭, 高连如, 吴远峰. 一种高光谱图像端元提取方法及装置. CN: CN105354849A, 2016-02-24.

[24] 张兵, 吴远峰, 高连如, 张文娟, 申茜. 数字图像显示方法以及高光谱望远镜. 中国: CN103822711A, 2015-12-02.

[25] 张兵, 高连如, 杨斌, 孙旭, 李聪. 一种从图像中探测目标的方法及装置. CN: CN104574409A, 2015-04-29.

[26] 张兵, 杨斌, 高连如, 孙旭, 李聪. 一种从图像中探测目标的方法及装置. CN: CN104504726A, 2015-04-08.

[27] 张兵, 高连如, 孙旭, 吴远峰, 郭乾东, 高建威. 地物光谱获取方法及装置、高光谱图像目标探测方法及装置. 中国: CN103115679A, 2015-03-25.

[28] 张兵, 高连如, 孙旭, 高建威, 吴远峰, 申茜. 一种高维数据可视化方法及装置. 中国: CN102707917A, 2015-03-25.

[29] 张兵, 高连如, 杨威, 孙旭, 吴远峰, 李利伟. 一种高光谱图像中目标地物检测方法及装置. 中国: CN102609703A, 2013-10-02.

[30] 张兵, 高连如, 孙旭, 吴远峰, 张文娟, 申茜. 高维空间定向投影端元提取方法. 中国: CN102184400A, 2013-04-10.

出版信息

   
发表论文
(1) Hyperspectral image stripe detection and correction using Gabor filters and subspace representation, IEEE Geoscience and Remote Sensing Letters, 2022, 第 6 作者
(2) SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers, IEEE Transactions on Geoscience and Remote Sensing, 2022, 通讯作者
(3) Hyperspectral image denoising via low-rank representation and CNN denoiser, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022, 第 6 作者
(4) Ensemble-based information retrieval with mass estimation for hyperspectral target detection, IEEE Transactions on Geoscience and Remote Sensing, 2022, 通讯作者
(5) Learning locality-constrained sparse coding for spectral enhancement of multispectral imagery, IEEE Geoscience and Remote Sensing Letters, 2022, 通讯作者
(6) Progress and challenges in intelligent remote sensing satellite systems, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022, 第 7 作者
(7) CyCU-Net: cycle-consistency unmixing network by learning cascaded autoencoders, IEEE Transactions on Geoscience and Remote Sensing, 2022, 第 1 作者
(8) Multilayer cascade screening strategy for semi-supervised change detection in hyperspectral images, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022, 通讯作者
(9) Transferable network with Siamese architecture for anomaly detection in hyperspectral images, International Journal of Applied Earth Observations and Geoinformation, 2022, 通讯作者
(10) Deep unsupervised blind hyperspectral and multispectral data fusion, IEEE Geoscience and Remote Sensing Letters, 2022, 第 4 作者
(11) Deep encoder-decoder networks for classification of hyperspectral and LiDAR data, IEEE Geoscience and Remote Sensing Letters, 2022, 通讯作者
(12) NonRegSRNet: a nonrigid registration hyperspectral super-resolution network, IEEE Transactions on Geoscience and Remote Sensing, 2022, 通讯作者
(13) Using Low-rank Representation of Abundance Maps and Nonnegative Tensor Factorization for Hyperspectral Nonlinear Unmixing, IEEE Transactions on Geoscience and Remote Sensing, 2022, 第 1 作者
(14) Mask DeepLab: end-to-end image segmentation for change detection in high-resolution remote sensing images, International Journal of Applied Earth Observations and Geoinformation, 2021, 通讯作者
(15) Interpretable hyperspectral artificial intelligence: when nonconvex modeling meets hyperspectral remote sensing, IEEE Geoscience and Remote Sensing Magazine, 2021, 通讯作者
(16) Target detection through tree-structured encoding for hyperspectral images, IEEE Transactions on Geoscience and Remote Sensing, 2021, 通讯作者
(17) Enhanced-Random-Feature-Subspace-Based ensemble CNN for the imbalanced hyperspectral image classification, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021, 第 5 作者
(18) Physically constrained transfer learning through shared abundance space for hyperspectral image classification, IEEE Transactions on Geoscience and Remote Sensing, 2021, 第 4 作者
(19) Remote sensing image super-resolution using second-order multi-scale networks, IEEE Transactions on Geoscience and Remote Sensing, 2021, 第 5 作者
(20) Graph convolutional networks for hyperspectral image classification, IEEE Transactions on Geoscience and Remote Sensing, 2021, 通讯作者
(21) Transferable deep learning from time series of Landsat data for national land-cover mapping with noisy labels: a case study of China, Remote Sensing, 2021, 通讯作者
(22) More diverse means better: multimodal deep learning meets remote-sensing imagery classification, IEEE Transactions on Geoscience and Remote Sensing, 2021, 通讯作者
(23) Deep Half-siamese networks for hyperspectral unmixing, IEEE Geoscience and Remote Sensing Letters, 2021, 通讯作者
(24) 结合孪生网络和像素配对的高光谱图像异常检测, Siamese network with pixel-pair for hyperspectral image anomaly detection, 中国图象图形学报, 2021, 第 6 作者
(25) Spectral superresolution of multispectral imagery with joint sparse and low-rank learning, IEEE Transactions on Geoscience and Remote Sensing, 2021, 第 1 作者
(26) Coupled convolutional neural network with adaptive response function learning for unsupervised hyperspectral super resolution, IEEE Transactions on Geoscience and Remote Sensing, 2021, 通讯作者
(27) Revisiting graph convolutional networks with mini-batch sampling for hyperspectral image classification, 2021 11th Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing (WHISPERS 2021), 2021, 通讯作者
(28) Hyperspectral image classification based on adjacent constraint representation, IEEE Geoscience and Remote Sensing Letters, 2021, 通讯作者
(29) A unified multimodal deep learning framework for remote sensing imagery classification, 2021 11th Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing (WHISPERS 2021), 2021, 通讯作者
(30) Remote sensing image super-resolution using novel dense-sampling networks, IEEE Transactions on Geoscience and Remote Sensing, 2021, 第 5 作者
(31) Semi-supervised rotation forest based on ensemble margin theory for the classification of hyperspectral image with limited training data, Information Sciences, 2021, 第 5 作者
(32) An improved aggregated-mosaic method for the sparse object detection of remote sensing imagery, Remote Sensing, 2021, 第 4 作者
(33) Hyperspectral Image Denoising and Anomaly Detection Based on Low-rank and Sparse Representations, IEEE Transactions on Geoscience and Remote Sensing, 2021, 通讯作者
(34) Multiscale residual network with mixed depthwise convolution for hyperspectral image classification, IEEE Transactions on Geoscience and Remote Sensing, 2021, 第 4 作者
(35) A pixel cluster CNN and spectral-spatial fusion algorithm for hyperspectral image classification with small-size training samples, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021, 第 5 作者
(36) Detecting and analyzing the increase of high-rising buildings to monitor the dynamic of the Xiong'an new area, Sustainability, 2020, 第 3 作者
(37) Global spatial and local spectral similarity-based manifold learning group sparse representation for hyperspectral imagery classification, IEEE Transactions on Geoscience and Remote Sensing, 2020, 通讯作者
(38) Data-augmented matched subspace detector for hyperspectral subpixel target detection, Pattern Recognition, 2020, 第 4 作者
(39) Hyperspectral image classification based on a shuffled group convolutional neural network with transfer learning, Remote Sensing, 2020, 通讯作者
(40) 高分五号高光谱图像自编码网络非线性解混, Nonlinear hyperspectral unmixing algorithm based on deep autoencoder networks, 遥感学报, 2020, 通讯作者
(41) Neighborhood activity-driven representation for hyperspectral imagery classification, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2020, 第 4 作者
(42) Subspace-based multitask learning framework for hyperspectral imagery classification, Multimedia Tools and Applications, 2020, 通讯作者
(43) Combining t-distributed stochastic neighbor embedding with convolutional neural networks for hyperspectral image classification, IEEE Geoscience and Remote Sensing Letters, 2020, 第 1 作者
(44) Feature extraction for classification of hyperspectral and LiDAR data using patch-to-patch CNN, IEEE Transactions on Cybernetics, 2020, 第 4 作者
(45) A novel feature extension method for the forest disaster monitoring using multispectral data, Remote Sensing, 2020, 第 5 作者
(46) 结合深度学习和超像元的高分遥感影像变化检测, Deep learning and superpixel-based method for high-resolution remote sensing image change detection, 中国图象图形学报, 2020, 通讯作者
(47) Hyperspectral nonlinear unmixing by using plug-and-play prior for abundance maps, Remote Sensing, 2020, 通讯作者
(48) Hyperspectral imagery classification based on multiscale superpixel-level constraint representation, Remote Sensing, 2020, 第 6 作者
(49) A nonlinear and explicit framework of supervised manifold-feature extraction for hyperspectral image classification, Neurocomputing, 2019, 第 3 作者
(50) Approximate computing for onboard anomaly detection from hyperspectral images, Journal of Real-Time Image Processing, 2019, 通讯作者
(51) FPGA implementation for hyperspectral target detection with adaptive coherence estimator, 2019 IEEE International Conference on Signal, Information and Data Processing (ICSIDP 2019), 2019, 第 6 作者
(52) Automatic detection of track and fields in China from high-resolution satellite images using multi-scale-fused single shot multibox detector, Remote Sensing, 2019, 第 3 作者
(53) Morphological analysis for banana disease detection in close range hyperspectral remote sensing images, 2019 IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2019), 2019, 第 3 作者
(54) An Entropy and MRF model-based CNN for large-scale Landsat image classification, IEEE Geoscience and Remote Sensing Letters, 2019, 通讯作者
(55) Building extraction from high-resolution aerial imagery using a generative adversarial network with spatial and channel attention mechanisms, Remote Sensing, 2019, 第 3 作者
(56) Bilinear normal mixing model for spectral unmixing, IET Image Processing, 2019, 通讯作者
(57) Guest editorial: hyperspectral imaging and applications, IET Image Processing, 2019, 第 4 作者
(58) Multi-GPU based parallel design of the ant colony optimization algorithm for endmember extraction from hyperspectral images, Sensors, 2019, 第 5 作者
(59) MSDH: Matched subspace detector with heterogeneous noise, Pattern Recognition Letters, 2019, 第 3 作者
(60) Transferred multi-perception attention networks for remote sensing image super-resolution, Remote Sensing, 2019, 第 4 作者
(61) FPGA implementation of a maximum simplex volume algorithm for endmember extraction from remotely sensed hyperspectral images, Journal of Real-Time Image Processing, 2019, 通讯作者
(62) Incorporating negative sample training for ship detection based on deep learning, Sensors, 2019, 第 1 作者
(63) Separable-spectral convolution and inception network for hyperspectral image super-resolution, International Journal of Machine Learning and Cybernetics, 2019, 通讯作者
(64) Ship classification based on multifeature ensemble with convolutional neural network, Remote Sensing, 2019, 第 5 作者
(65) Multiscale spatial-spectral convolutional network with image-based framework for hyperspectral imagery classification, Remote Sensing, 2019, 通讯作者
(66) Potential analysis of feature extraction based quick response for environmental change with social media photos, IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2018, 第 2 作者
(67) Multi-losses function based convolution neural network for single hyperspectral image super-resolution, 2018 FIFTH INTERNATIONAL WORKSHOP ON EARTH OBSERVATION AND REMOTE SENSING APPLICATIONS (EORSA), 2018, 通讯作者
(68) CNN-based large scale Landsat image classification, 2018 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA ASC), 2018, 通讯作者
(69) FPGA implementation of collaborative representation algorithm for real-time hyperspectral target detection, Journal of Real-Time Image Processing, 2018, 第 4 作者
(70) Global spatial and local spectral similarity-based group sparse representation for hyperspectral imagery classification, IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2018, 第 2 作者
(71) An improved spatial and temporal reflectance unmixing model to synthesize time series of Landsat-like images, Remote Sensing, 2018, 第 4 作者
(72) Deep CNN with multi-scale rotation invariance features for ship classification, IEEE Access, 2018, 第 6 作者
(73) 结合超像元和子空间投影支持向量机的高光谱图像分类, Superpixel and subspace projection-based support vector machines for hyperspectral image classification, 中国图象图形学报, 2018, 第 3 作者
(74) Union of random subspace-based group sparse representation for hyperspectral imagery classification, Remote Sensing Letters, 2018, 第 2 作者
(75) FPGA Optimization for hyperspectral target detection with collaborative representation, 10th IAPR Workshop on Pattern Recognition in Remote Sensing (PRRS), 2018, 第 4 作者
(76) Semantic labeling of high resolution aerial imagery and LiDAR data with fine segmentation network, Remote Sensing, 2018, 通讯作者
(77) Special issue on advances in real-time image processing for remote sensing, Journal of Real-Time Image Processing, 2018, 第 3 作者
(78) Integrating spatial information in the normalized P-linear algorithm for nonlinear hyperspectral unmixing, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2018, 通讯作者
(79) Group sparse representation based on nonlocal spatial and local spectral similarity for hyperspectral imagery classification, Sensors, 2018, 通讯作者
(80) Impervious surface extraction from multispectral images via morphological attribute profiles based on spectral analysis, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2018, 第 6 作者
(81) Multiharmonic postnonlinear mixing model for hyperspectral nonlinear unmixing, IEEE Geoscience and Remote Sensing Letters, 2018, 通讯作者
(82) High-resolution aerial imagery semantic labeling with dense pyramid network, Sensors, 2018, 通讯作者
(83) Constraint non-negative matrix factorization with sparseness and piecewise smoothness for hyperspectral unmixing, 2018 9th Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing (WHISPERS 2018), 2018, 第 4 作者
(84) Dense pyramid network for semantic segmentation of high resolution aerial imagery, 2018 International Conference on Brain Inspired Cognitive Systems (BICS 2018), 2018, 通讯作者
(85) A real-time unsupervised background extraction-based target detection method for hyperspectral imagery, Journal of Real-Time Image Processing, 2018, 通讯作者
(86) Deep learning for fusion of APEX hyperspectral and full-waveform LiDAR remote sensing data for tree species mapping, IEEE Access, 2018, 第 3 作者
(87) Performance assessment of ESTARFM with different similar-pixel identification schemes, Journal of Applied Remote Sensing, 2018, 第 4 作者
(88) Multisource remote sensing data classification based on convolutional neural network, IEEE Transactions on Geoscience and Remote Sensing, 2018, 第 5 作者
(89) Optimized kernel minimum noise fraction transformation for hyperspectral image classification, Remote Sensing, 2017, 第 1 作者
(90) Hyperspectral image denoising and anomaly detection based on low-rank and sparse representations, IMAGE AND SIGNAL PROCESSING FOR REMOTE SENSING XXIII, 2017, 第 2 作者
(91) Fusion of multi-scale hyperspectral and Lidar features for tree species mapping, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2017), 2017, 第 5 作者
(92) Hyperspectral image inpainting based on low-rank representation: a case study on Tiangong-1 data, 2017 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2017, 通讯作者
(93) Nonlinear hyperspectral unmixing based on normalized P-linear algorithm, 2017 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2017, 通讯作者
(94) 结合空间光谱预处理和约束非负矩阵分解的高光谱图像混合像元分解, Hyperspectral unmixing based on spatial and spectral preprocessing prior and constrained non-negative matrix factorization, 中国图象图形学报, 2017, 第 4 作者
(95) A new low-rank representation based hyperspectral image denoising method for mineral mapping, Remote Sensing, 2017, 第 1 作者
(96) Multiscale superpixel-level subspace-based support vector machines for hyperspectral image classification, IEEE Geoscience and Remote Sensing Letters, 2017, 通讯作者
(97) A new kernel method for hyperspectral image feature extraction, A new kernel method for hyperspectral image feature extraction, Geo-spatial Information Science, 2017, 通讯作者
(98) 稀疏表达模型在高光谱遥感影像目标探测中的应用, Application of Sparse Representation Model in Target Detection of Hyperspectral Remote Sensing Image, 北京工业大学学报, 2017, 第 4 作者
(99) Locality sensitive discriminant analysis for group sparse representation-based hyperspectral imagery classification, IEEE Geoscience and Remote Sensing Letters, 2017, 通讯作者
(100) Locality-preserving sparse representation-based classification in hyperspectral imagery, Journal of Applied Remote Sensing, 2016, 第 1 作者
(101) Region-Based Estimate of Endmember Variances for Hyperspectral Image Unmixing, IEEE Geoscience and Remote Sensing Letters, 2016, 第 1 作者
(102) An optimized method of kernel minimum noise fraction for dimensionality reduction of hyperspectral imagery, 2016 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2016, 通讯作者
(103) Spectral-spatial classification based on subspace support vector machine and Markov random field, 2016 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2016, 第 2 作者
(104) A quantitative and comparative analysis of different preprocessing implementations of DPSO: a robust endmember extraction algorithm, Soft Computing, 2016, 第 1 作者
(105) Orthogonal polynomial function fitting for hyperspectral data representation and discrimination, Pattern Recognition Letters, 2016, 第 4 作者
(106) Multi-scale superpixel spectral-spatial classification of hyperspectral images, International Journal of Remote Sensing, 2016, 第 4 作者
(107) Approximate Computing of Remotely Sensed Data: SVM Hyperspectral Image Classification as a Case Study, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2016, 通讯作者
(108) GPU implementation of ant colony optimization-based band selections for hyperspectral data classification, 2016 8TH WORKSHOP ON HYPERSPECTRAL IMAGE AND SIGNAL PROCESSING: EVOLUTION IN REMOTE SENSING (WHISPERS), 2016, 第 3 作者
(109) A New Algorithm for Bilinear Spectral Unmixing of Hyperspectral Images Using Particle Swarm Optimization, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2016, 通讯作者
(110) Improved discrete swarm intelligence algorithms for endmember extraction in hyperspectral remote sensing image, 2016 8th Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing (WHISPERS 2016), 2016, 第 3 作者
(111) Improved discrete swarm intelligence algorithms for endmember extraction from hyperspectral remote sensing images, Journal of Applied Remote Sensing, 2016, 通讯作者
(112) A novel anomaly detection method incorporating target information derived from hyperspectral imagery, Remote Sensing Letters, 2016, 第 3 作者
(113) Particle swarm optimization for nonlinear spectral unmixing: a case study of generalized bilinear model, 016 12th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery ( ICNC-FSKD 2016), 2016, 第 3 作者
(114) A particle swarm optimization algorithm for unmixing the polynomial post-nonlinear mixing model, 2016 9TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, BIOMEDICAL ENGINEERING AND INFORMATICS (CISP-BMEI 2016), 2016, 第 3 作者
(115) Spectral-spatial hyperspectral image classification using subspace-based support vector machines and adaptive Markov random fields, Remote Sensing, 2016, 通讯作者
(116) Graphics processing unit-accelerated computation of the Markov random fields and loopy belief propagation algorithms for hyperspectral image classification, Journal of Applied Remote Sensing, 2015, 第 3 作者
(117) Soft urban water cover extraction using mixed training samples and Support Vector Machines, International Journal of Remote Sensing, 2015, 第 5 作者
(118) Dual-Mode FPGA Implementation of Target and Anomaly Detection Algorithms for Real-Time Hyperspectral Imaging, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, 第 4 作者
(119) Swarm intelligence: a reliable solution for extracting endmembers from hyperspectral imagery, 2015 7th Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing (WHISPERS 2015), 2015, 第 2 作者
(120) An Endmember Extraction Method Based on Artificial Bee Colony Algorithms for Hyperspectral Remote Sensing Images, Remote Sensing, 2015, 第 4 作者
(121) Adjusted Spectral Matched Filter for Target Detection in Hyperspectral Imagery, Remote Sensing, 2015, 第 1 作者
(122) Embedded GPU implementation of Anomaly detection for hyperspectral images, SPIE High-Performance Computing in Remote Sensing, 2015, 第 2 作者
(123) Subspace-Based Support Vector Machines for Hyperspectral Image Classification, IEEE Geoscience and Remote Sensing Letters, 2015, 第 1 作者
(124) Requirements and optimization of sensor parameters for mineral extraction, 2015 7TH WORKSHOP ON HYPERSPECTRAL IMAGE AND SIGNAL PROCESSING: EVOLUTION IN REMOTE SENSING (WHISPERS), 2015, 第 2 作者
(125) Normal Endmember Spectral Unmixing Method for Hyperspectral Imagery, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, 通讯作者
(126) Multiple Algorithm Integration Based on Ant Colony Optimization for Endmember Extraction From Hyperspectral Imagery, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, 第 1 作者
(127) FPGA implementation of a maximum volume algorithm for endmember extraction from hyperspectral imagery, 2015 7th Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing (WHISPERS 2015), 2015, 第 2 作者
(128) 高光谱影像端元提取算法的进展分析与比较, The Analysis and Comparison of Hyperspectral Endmember Extraction Algorithms, 遥感技术与应用, 2015, 通讯作者
(129) An empirical study of urban mapping in a chain approach, 2015 7TH WORKSHOP ON HYPERSPECTRAL IMAGE AND SIGNAL PROCESSING: EVOLUTION IN REMOTE SENSING (WHISPERS), 2015, 第 3 作者
(130) 灰度共生矩阵和模糊分类的高分辨率光学影像欠发达村落提取, Underdeveloped Village Extraction from High Resolution Optical Image Based on GLCM Textures and Fuzzy Classification, 测绘通报, 2015, 第 4 作者
(131) 融合简单线性迭代聚类的高光谱混合像元分解策略, Hyperspectral mixed pixel decomposition policy merging simple linear iterative clustering, 农业工程学报, 2015, 第 4 作者
(132) A hyperspectral image spectral unmixing method integrating SLIC superpixel segmentation, 2015 7TH WORKSHOP ON HYPERSPECTRAL IMAGE AND SIGNAL PROCESSING: EVOLUTION IN REMOTE SENSING (WHISPERS), 2015, 第 5 作者
(133) Hyperspectral image clustering method based on artificial bee colony algorithm and Markov random fields, Journal of Applied Remote Sensing, 2015, 第 3 作者
(134) Edge constrained MRF method for classification of hyperspectral imagery, 2014 6th Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing (WHISPERS 2014), 2014, 第 4 作者
(135) Study on mosaic method for new mode satellite images with high spatial resolution covering urban areas, MULTISPECTRAL, HYPERSPECTRAL, AND ULTRASPECTRAL REMOTE SENSING TECHNOLOGY, TECHNIQUES AND APPLICATIONS V, 2014, 第 5 作者
(136) Weighted-RXD and linear filter-based RXD: improving background statistics estimation for anomaly detection in hyperspectral imagery, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2014, 通讯作者
(137) Spectral feature extraction based on orthogonal polynomial function fitting, 2014 8th IAPR Workshop on Pattern Recognition in Remote Sensing (PRRS 2014), 2014, 第 3 作者
(138) A target detection method with morphological knowledge for high-spatial resolution remote sensing image applying for search and rescue in aviation disaster, LAND SURFACE REMOTE SENSING II, 2014, 第 4 作者
(139) Real-time implementation of optimized maximum noise fraction transform for feature extraction of hyperspectral images, Journal of Applied Remote Sensing, 2014, 通讯作者
(140) A dual mode FPGA implementation of real-time target detection for hyperspectral imagery, 2014 THIRD INTERNATIONAL WORKSHOP ON EARTH OBSERVATION AND REMOTE SENSING APPLICATIONS (EORSA 2014), 2014, 第 3 作者
(141) Edge-constrained Markov random field classification by integrating hyperspectral image with LiDAR data over urban areas, Journal of Applied Remote Sensing, 2014, 第 2 作者
(142) Underdeveloped village extraction from high spatial resolution optical image based on GLCM textures and fuzzy classification, 2014 THIRD INTERNATIONAL WORKSHOP ON EARTH OBSERVATION AND REMOTE SENSING APPLICATIONS (EORSA 2014), 2014, 第 4 作者
(143) Probabilistic anomaly detector for remotely sensed hyperspectral data, Journal of Applied Remote Sensing, 2014, 第 1 作者
(144) Fusion of high spatial resolution optical and polarimetric SAR images for urban land cover classification, 2014 THIRD INTERNATIONAL WORKSHOP ON EARTH OBSERVATION AND REMOTE SENSING APPLICATIONS (EORSA 2014), 2014, 第 4 作者
(145) 有限样本类别城市高光谱数据SVM分类应用分析, Classification of Hyperspectral Images by Support Vector Machines with Limited Defined Set of Classes, 测绘通报, 2014, 第 4 作者
(146) Analysis of the proportion of surface reflected radiance in mid-infrared absorption bands, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2014, 第 4 作者
(147) Ant colony optimization-based supervised and unsupervised band selections for hyperspectral urban data classification, Journal of Applied Remote Sensing, 2014, 第 3 作者
(148) PSO-EM: A Hyperspectral Unmixing Algorithm Based On Normal Compositional Model, IEEE Transactions on Geoscience and Remote Sensing, 2014, 第 3 作者
(149) The identification of altered rock in vegetation-covered area using hyperspectral remote sensing, 2014 IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2014), 2014, 第 3 作者
(150) Improvement of linear spectral emissivity constraint method for temperature and emissivity separation of hyperspectral thermal infrared data, 015 7th Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing (WHISPERS 2015), 2014, 第 5 作者
(151) A neighborhood constrained k-means approach to classify very high spatial resolution hyperspectral imagery, Remote Sensing Letters, 2013, 第 4 作者
(152) An improved expectation maximization algorithm for hyperspectral image classification, 2013 5TH WORKSHOP ON HYPERSPECTRAL IMAGE AND SIGNAL PROCESSING: EVOLUTION IN REMOTE SENSING (WHISPERS), 2013, 第 2 作者
(153) Hyperspectral Imagery Clustering With Neighborhood Constraints, IEEE Geoscience and Remote Sensing Letters, 2013, 第 5 作者
(154) Hyperspectral image clustering method based on artificial bee colony algorithm, 2013 6th International Conference on Advanced Computational Intelligence (ICACI 2013), 2013, 第 4 作者
(155) Hyperspectral image classifier based on beach spectral feature, 35TH INTERNATIONAL SYMPOSIUM ON REMOTE SENSING OF ENVIRONMENT (ISRSE35), 2013, 第 2 作者
(156) Ant colony optimization for supervised and unsupervised hyperspectral band selection, 2013 5TH WORKSHOP ON HYPERSPECTRAL IMAGE AND SIGNAL PROCESSING: EVOLUTION IN REMOTE SENSING (WHISPERS), 2013, 第 3 作者
(157) Optimized maximum noise fraction for dimensionality reduction of Chinese HJ-1A hyperspectral data, EURASIP Journal on Advances in Signal Processing, 2013, 第 1 作者
(158) Improvements in the Ant Colony Optimization Algorithm for Endmember Extraction From Hyperspectral Images, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2013, 第 3 作者
(159) Optimising the use of hyperspectral and multispectral data for regional crop classification, Proceedings of SPIE-The International Society for Optical Engineering, 2013, 第 3 作者
(160) A Comparative Study on Linear Regression-Based Noise Estimation for Hyperspectral Imagery, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2013, 第 1 作者
(161) Impact Analysis of Atmospheric State for Target Detection in Hyperspectral Radiance Image, Spectroscopy and Spectral Analysis, 2012, 第 4 作者
(162) DSP design for real-time hyperspectral target detection based on spatial-spectral information extraction, Proceedings of SPIE-The International Society for Optical Engineering, 2012, 第 3 作者
(163) A target segmentation algorithm based on multivariate statistics and RX anomaly detection, Proceedings of SPIE-The International Society for Optical Engineering, 2012, 第 3 作者
(164) An Innovative Method Of Endmember Extraction Of Hyperspectral Remote Sensing Image Using Elitist Ant System (EAS), Proceedings of the 2012 International Conference on Industrial Control and Electronics Engineering (ICICEE 2012), 2012, 第 3 作者
(165) Real-time target detection in hyperspectral images based on spatial-spectral information extraction, EURASIP Journal on Advances in Signal Processing, 2012, 第 3 作者
(166) GPU implementation of ant colony optimization algorithm for endmember extraction from hyperspectral image, 2012 4th Workshop on Hyperspectral Image and Signal Processing (WHISPERS), 2012, 第 2 作者
(167) A comparative study on noise estimation for hyperspectral imagery, 2012 4th Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing (WHISPERS 2012), 2012, 第 1 作者
(168) Feature-level fusion of multiple target detection results in hyperspectral image based on RX detector, Proceedings of SPIE-The International Society for Optical Engineering, 2012, 第 4 作者
(169) Endmember Extraction of Hyperspectral Remote Sensing Images Based on the Discrete Particle Swarm Optimization Algorithm, IEEE Transactions on Geoscience and Remote Sensing, 2011, 第 3 作者
(170) Study on the issue of noise estimation in dimension reduction of hyperspectral images, 2011 3rd Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing (WHISPERS 2011), 2011, 第 1 作者
(171) Endmember Extraction of Hyperspectral Remote Sensing Images Based on the Ant Colony Optimization (ACO) Algorithm, IEEE Transactions on Geoscience and Remote Sensing, 2011, 第 3 作者
(172) A Method of Endmember Extraction in Hyperspectral Remote Sensing Images Based on Discrete Particle Swarm Optimization (D-PSO), Spectroscopy and Spectral Analysis, 2011, 第 3 作者
(173) Adaptive Markov Random Field Approach for Classification of Hyperspectral Imagery, IEEE Geoscience and Remote Sensing Letters, 2011, 第 4 作者
(174) 二级并行独立成分分析端元提取算法, 遥感学报, 2011, 第 2 作者
(175) Adaptive support vector machine and Markov random field model for classifying hyperspectral imagery, Journal of Applied Remote Sensing, 2011, 第 4 作者
(176) Null space spectral projection algorithm for hyperspectral image endmember extraction, Journal of Infrared and Millimeter Waves, 2010, 第 4 作者
(177) Hyperspectal image clustering using ant colony optimization(ACO) improved by K-means algorithm, 2010 3rd International Conference on Advanced Computer Theory and Engineering (ICACTE 2010), 2010, 第 5 作者
(178) Image Simulator for Spatially Imaging Fourier Transform Spectrometer 'HJ1A-HSI', Proceedings of SPIE-The International Society for Optical Engineering, 2010, 第 3 作者
(179) Independent Component Analysis for Spectral Unmixing in Hyperspectral Remote Sensing Image, Spectroscopy and Spectral Analysis, 2010, 第 4 作者
(180) Research of hyperspectral target detection algorithms based on variance minimum, Guangxue Xuebao, 2010, 第 3 作者
(181) CLASSIFICATION OF COASTAL ZONE BASED ON DECISION TREE AND PPI, International Geoscience and Remote Sensing Symposium (IGARSS 2009), 2009, 第 3 作者
(182) IMAGE QUALITY EVALUATION ON CHINESE FIRST EARTH OBSERVATION HYPERSPECTRAL SATELLITE, International Geoscience and Remote Sensing Symposium (IGARSS 2009), 2009, 第 4 作者
(183) Small objects detection of hyperspectral image in urban areas, 2009 Joint Urban Remote Sensing Event, 2009, 第 3 作者
发表著作
(1) 高光谱图像分类与目标探测, 科学出版社, 2011-05, 第 2 作者
(2) 高光谱图像信息提取, 科学出版社, 2020-10, 第 1 作者
(3) 高光谱卫星图像协同处理理论与方法, 人民邮电出版社, 2020-10, 第 其他 作者

科研活动

   
科研项目
( 1 ) 典型蚀变矿物高光谱智能观测机理研究, 负责人, 中国科学院计划, 2013-01--2015-12
( 2 ) 航空高光谱遥感数据精细分类与丰度反演产品加工技术, 负责人, 国家任务, 2011-01--2013-06
( 3 ) 航空载荷协同处理, 负责人, 国家任务, 2012-01--2015-12
( 4 ) 辐射特性分析与建模, 负责人, 国家任务, 2011-01--2013-06
( 5 ) 光谱特性分析与建模, 负责人, 国家任务, 2011-01--2013-06
( 6 ) 高光谱图像反射率反演软件研制, 负责人, 研究所自选, 2011-07--2013-06
( 7 ) 航空系统成像光谱仪需求分析, 负责人, 国家任务, 2012-01--2013-06
( 8 ) 高光谱遥感影像复杂混合像元的群智能优化分解方法研究, 负责人, 国家任务, 2016-01--2019-12
( 9 ) 高光谱图像智能快速处理技术, 负责人, 中国科学院计划, 2016-01--2017-12
( 10 ) 高光谱遥感图像非线性特征建模与地物信息提取, 负责人, 国家任务, 2018-01--2020-12
( 11 ) XX综合评估技术研究, 负责人, 国家任务, 2016-01--2020-12
( 12 ) XX高光谱效能仿真验证研究, 负责人, 企业委托, 2018-12--2019-11
( 13 ) CX-6(01)高光谱图像处理软件开发, 负责人, 企业委托, 2020-05--2021-02
( 14 ) 近似计算机制下的高光谱信息智能提取技术, 负责人, 研究所自选, 2019-09--2021-09
( 15 ) 高光谱***, 负责人, 国家任务, 2019-12--2021-06
( 16 ) 遥感大数据全球典型信息产品快速生产系统, 参与, 中国科学院计划, 2018-01--2022-12
( 17 ) 复杂场景多模态数据融合与智能解译, 负责人, 国家任务, 2021-12--2025-11
( 18 ) ***时-空-谱多维特征***技术研究, 负责人, 国家任务, 2020-11--2023-05
( 19 ) 耦合低秩张量模型与深度先验的高光谱图像信息精细提取方法研究, 负责人, 国家任务, 2022-01--2025-12