Introduction

Xin Huang  received  the  Ph.D.  degree  in  photogrammetry  and remote sensing in 2009 from Wuhan University, Wuhan, China.
He is currently a Luojia  Distinguished  Professor  of  Wuhan University, Wuhan, China, where he  teaches  remote sensing,  photogrammetry,  image  interpretation,  etc.
He is the Founder and Director of the Institute of Remote Sensing Information Processing (IRSIP), School of Remote Sensing and Information Engineering, Wuhan University. He has published more than 140 peer-reviewed articles in the international journals, including NSR, RSE, ES&T, IEEE TGRS, ISPRS-J, with 6500+ Google scholar citations and 4000+ Web of Science citations. His research interests include remote sensing image processing methods and applications.

Education

  • 2000-2004, B.E., Remote Sensing, Wuhan University, Wuhan, China
  • 2004-2009, PH.D, Remote Sensing, Wuhan University, Wuhan, China

Positions and Employment

  • 2012.11 – Present, Full Professor, Wuhan University
  • 2014.08 – 2015.03, Research Scientist, CRISP, National University of Singapore
  • 2010.11 – 2012.11, Associate Professor, Wuhan University
  • 2009.07 – 2010.11, Assistant Professor, Wuhan University

Professional Service

  • Associate Editor, IEEE Transactions on Geoscience and Remote Sensing, since 2022
  • Editorial Board Member, Remote Sensing of Environment, since 2019
  • IEEE GRSS Special Issue Committee Member, since 2019
  • Editorial Board Member, Remote Sensing (MDPI), since 2018
  • Associate Editor, IEEE Journal of Selected Topics in Earth Observations and Remote Sensing (JSTARS), since 2018
  • Associate Editor, Photogrammetric Engineering and Remote Sensing (PE&RS), 2016~2019
  • Associate Editor, IEEE Geoscience and Remote Sensing Letters (GRSL), 2014~2021
  • Lead Guest Editor, Remote Sensing (2018)
  • Lead Guest Editor, IEEE Journal of Selected Topics in Earth Observations and Remote Sensing (2016, 2018)
  • Lead Guest Editor, Journal of Applied Remote Sensing (2016)
  • 国际城市遥感大会(Joint Urban Remote Sensing Event) 技术委员会委员
  • IEEE影像分析与数据融合技术委员会(the Image Analysis and Data Fusion TC)委员
  • Dr. Huang is frequently served as reviewer of many international journals (>50 reviews each year), including: RSE, IEEE TIP, IEEE TGRS, IEEE JSTARS, IEEE GRSL, ISPRS Journal, PE&RS, IJRS, RS, RS Letters, PR Letters, JARS,…
  • 国家自然科学基金优秀青年基金 会评专家
  • 国家自然科学基金重点、重大国际交流、优青、面上、地区、青年项目评审专家
  • 科技部“地球观测与导航”重点专项答辩 召集人
  • 测绘科学技术学科发展报告 专家组成员
  • 摄影测量与遥感学会 秘书
  • 美国、新加坡、阿联酋、波兰等国家自然科学基金评审专家

Contact Details

Publications

---2024---
(198) Li Jiayi, Hu Yuping, Huang Xin*. CaSaFormer: A cross- and self-attention based lightweight network for large-scale building semantic segmentation. International Journal of Applied Earth Observation and Geoinformation, 2024, 130: 103942.(Link),(pdf)
(197) Tu Lilin, Li Jiayi*, Huang Xin, Gong Jianya, Xie Xing, Wang Leiguang. S2HM2: A Spectral–Spatial Hierarchical Masked Modeling Framework for Self-Supervised Feature Learning and Classification of Large-Scale Hyperspectral Images. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-19.(Link),(pdf)
(196) Tu Lilin, Huang Xin*, Li Jiayi, Yang Jie, Gong Jianya. A multi-task learning method for extraction of newly constructed areas based on bi-temporal hyperspectral images. ISPRS Journal of Photogrammetry and Remote Sensing, 2024, 208: 308-323.(Link),(pdf)
(195) Huang Xin, Zhang Shulei, Li Jiayi, Wang Leiguang, Xie Xing. A Multi-Task Network for Multi-View Stereo Reconstruction: When Semantic Consistency based Clustering Meets Depth Estimation Optimization. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-16.(Link),(pdf)
(194) Yao Rui, Huang Xin*, Zhang Yongjun, Wang Lunche, Li Jiayi, Yang Qiquan. Estimation of the surface urban heat island intensity across 1031 global cities using the regression-modification-estimation (RME) method. Journal of Cleaner Production, 2024, 434: 140231.(Link),(pdf)
(193) Wen Dawei, Huang Xin, Yang Qiquan, Tang Jianqin. Adaptive Self-paced Collaborative and 3D Adversarial Multi-task Network for Semantic Change Detection using Zhuhai-1 Orbita Hyperspectral Remote Sensing Imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2024, 17: 2777-2788.(Link),(pdf)
(192) Huang Xin, Gang Weilin, Li Jiayi, Wang Zhili, Wang Qun, Liang Yuegang. Extraction of Pine Wilt Disease Based on a Two-Stage Unmanned Aerial Vehicle Deep Learning Method. Journal of Applied Remote Sensing, 2024, 18: 014503-014503.(Link),(pdf)
(191) Huang Xin, Wang Wenrui, Li Jiayi, Wang Leiguang, Xie Xing. A Stepwise Refining Image-Level Weakly Supervised Semantic Segmentation Method for Detecting Exposed Surface for Buildings (ESB) from Very High-Resolution Remote Sensing Images IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1–17.(Link),(pdf)
---2023---
(190) Qu Yang, Li Jiayi, Huang Xin, Wen Dawei. TD-SSCD: A Novel Network by Fusing Temporal and Differential Information for Self-Supervised Remote Sensing Image Change Detection. IEEE Transactions on Geoscience and Remote Sensing, 2023, 61: 1–15.(Link),(pdf)
(189) Liu Yue, Huang Xin*, Yang Qiquan, Jing Wenlong, and Ji Yang. Effects of Landscape on Thermal Livability at the Community Scale Based on Fine-Grained Geographic Information: A Case Study of Shenzhen. Science of The Total Environment, 2023, 905: 167091.(Link),(pdf)
(188) Liu Zhengrong, Yang Jie*, Huang Xin. Landsat-Derived Impervious Surface Area Expansion in the Arctic from 1985 to 2021. Science of The Total Environment, 2023, 905: 166966.(Link),(pdf)
(187) Zhang Xueting, Huang Xin*, Jiayi Li. Joint Self-Training and Rebalanced Consistency Learning for Semi-Supervised Change Detection. IEEE Transactions on Geoscience and Remote Sensing, 2023, 61: 1–13.(Link),(pdf)
(186) Cao Yinxia, Huang Xin*, Weng Qihao. A Multi-Scale Weakly Supervised Learning Method with Adaptive Online Noise Correction for High-Resolution Change Detection of Built-up Areas. Remote Sensing of Environment, 2023, 297: 113779. (Link),(pdf)
(185) Yang Qiquan, Xu Yi*, Tong Xiaohua*, Huang Xin*, Liu Yue, TC Chakraborty, Xiao Changjiang, Hu Ting. An Adaptive Synchronous Extraction (ASE) Method for Estimating Intensity and Footprint of Surface Urban Heat Islands: A Case Study of 254 North American Cities. Remote Sensing of Environment, 2023, 297: 113777.(Link),(pdf)
(184) Fang Panfei, Ou Guanglong, Li Ruonan, Wang Leiguang, Xu Weiheng, Dai Qinling, Huang Xin. Regionalized Classification of Stand Tree Species in Mountainous Forests by Fusing Advanced Classifiers and Ecological Niche Model. GIScience & Remote Sensing, 2023, 60: 1. (Link),(pdf)
(183) Zhang Zhen, Huang Xin, Li Jiayi. DWin-HRFormer: A High-Resolution Transformer Model with Directional Windows for Semantic Segmentation of Urban Construction Land. IEEE Transactions on Geoscience and Remote Sensing, 2023, 61, 5400714, DOI: 10.1109/TGRS.2023.3241366.(Link),(pdf)
(182)Zhang Xueting, Huang Xin, Li Jiayi. SemiSupervised Change Detection with Feature-Prediction Alignment. IEEE Transactions on Geoscience and Remote Sensing, 2023, 61, 5401016, DOI: 10.1109/TGRS.2023.3247605(Link),(pdf)
(181) Li Jiayi, Huang Xin, Feng Yujin, Ji Zheng, Zhang Shulei, Wen Dawei. A Hierarchical Deformable Deep Neural Network and an Aerial Image Benchmark Dataset for Surface Multi-View Stereo Reconstruction. IEEE Transactions on Geoscience and Remote Sensing, 2023, 61, 5600812, DOI: 10.1109/TGRS.2023.3234694.(Link),(pdf)
(180) Yao Rui, Wang Lunche, Huang Xin, Cao Qian, Wei Jing, He Panxing, Wang Shaoqiang, Wang Lizhe. Global seamless and high-resolution temperature dataset (GSHTD), 2001-2020. Remote Sensing of Environment, 2023, 286: 113422.(Link),(pdf)
(179) Cao Yinxia and Huang Xin*. A full-level fused cross-task transfer learning method for building change detection using noise-robust pretrained networks on crowdsourced labels. Remote Sensing of Environment, 2023, 284: 113371.(Link),(pdf)
---2022---
(178) Li Yansheng, Zhang Yongjun, Huang Xin et al. MFVNet: Deep Adaptive Fusion Network with Multiple Field-of-Views for Remote Sensing Image Semantic Segmentation. SCIENCE CHINA Information Sciences. 2022, DOI: 10.1007/s11432-022-3599-y.(Link),(pdf)
(177) Cao Qian, Huang He, Hong Yuning, Huang Xin, Wang Shaoqiang, Wang Lizhe. Modeling intra-urban differences in thermal environments and heat stress based on local climate zones in central Wuhan. Building and Environment, 2022, 225: 109625.(Link),(pdf)
(176) Li Jiayi, Huang Xin*, Tu Lilin. WHU-OHS: A benchmark dataset for large-scale Hersepctral Image classification, International Journal of Applied Earth Observation and Geoinformation, 2022, 113: 103022.(Link),(pdf)
(175) Huang Xin, Dong Mengjie, Li Jiayi, Guo Xian. A 3-D-Swin Transformer-Based Hierarchical Contrastive Learning Method for Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing, 2022, 60: 5411415.(Link),(pdf)
(174) Ren Huiqun, Liu Yu, Chang Xiaoyu, Yang Jie, Xiao Xiao, Huang Xin*. Mapping High-Resolution Global Impervious Surface Area: Status and Trends. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022, 15: 7288-7307.(Link),(pdf)
(173) Huang Xin, Yang Jie, Wang Wenrui, Liu Zhengrong. Mapping 10 m global impervious surface area (GISA-10m) using multi-source geospatial data. Earth System Science Data, 2022, 14: 3649–3672.(Link),(pdf)
(172) Li Jiayi, Huang Xin*, Tu Lilin, Zhang Tao, and Wang Leiguang. A review of building detection from very high resolution optical remote sensing images, GIScience & Remote Sensing, 2022, 59(1): 1199-1225.(Link),(pdf)
(171) Yao Rui, Wang Lunche, Huang Xin, Cao Qian, Peng Yuanyuan. A method for improving the estimation of extreme air temperature by satellite. Science of the Total Environment, 2022: 155887.(Link),(pdf)
(170) Cao Yinxia, Huang Xin*. A coarse-to-fine weakly supervised learning method for green plastic cover segmentation using high-resolution remote sensing images. ISPRS Journal of Photogrammetry and Remote Sensing, 2022, 188: 157-176.(Link),(pdf)
(169)Huang Xin, Song Yihong, Yang Jie, et al. 2022. Toward accurate mapping of 30-m time-series global impervious surface area (GISA). International Journal of Applied Earth Observation and Geoinformation, 109: 102787.(Link),(pdf)
(168) Xu Yue, Gong Jianya, Huang Xin*, Hu Xiangyun, Li Jiayi, Li Qiang, Peng Min. Luojia-HSSR: A high spatial-spectral resolution remote sensing dataset for landcover classification with a new 3D-HRNet.Geo-Spatial Information Science, 2022, DOI: 10.1080/10095020.2022.2070555.(Link),(pdf)
(167) Li Jiayi, Zhang Ben,Huang Xin*. A hierarchical category structure based convolutional recurrent neural network (HCS-ConvRNN) for Land-Cover classification using dense MODIS Time-Series data. International Journal of Applied Earth Observation and Geoinformation, 2022, 108: 102744.(Link),(pdf)
(166) Ruonan Li, Panfei Fang, Weiheng Xu, Leiguang Wang*, Guanglong Ou, Wanqiu Zhang, Xin Huang. Classifying Forest Types Over a Mountainous Area in Southwest China with Landsat Data Composites and Multiple Environmental Factors. Forests 2022, 13, 135.(Link),(pdf)
(165) Peng Luo, Yongze Song, Xin Huang, Hongliang Ma, Jin Liu, Yao Yao, Liqiu Meng. Identifying Determinants of Spatio-temporal Disparities in Soil Moisture of the Northern Hemisphere Using a Geographically Optimal Zones-based Heterogeneity Model, ISPRS Journal of Photogrammetry and Remote Sensing, 2022, 185: 111-128.(Link),(pdf)
(164) Lu Yang, Yang Jiansi, Peng Min, Li Tian, Wen Dawei, Huang Xin*. Monitoring ecosystem services in the Guangdong-Hong Kong-Macao Greater Bay Area based on multi-temporal deep learning. Science of the Total Environment, 2022, 822: 153662.(Link),(pdf)
(163) Li Zhuohong, Lu Fangxiao, Zhang Hongyan, Tu Lilin, Li Jiayi, Huang Xin, Caleb Robinson, Nikolay Malkin, Nebojsa Jojic, Pedram Ghamisi, Ronny Hänsch, and Naoto Yokoya. The Outcome of the 2021 IEEE GRSS Data Fusion Contest - Track MSD: Multitemporal Semantic Change Detection. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022, 15: 1643-1655.(Link),(pdf)
(162) Qiquan Yang, Xin Huang*, Xiaohua Tong, Changjiang Xiao, Jie Yang, Yue Liu and Yinxia Cao. Global assessment of urban trees’ cooling efficiency based on satellite observations. Environmental Research Letters, 2022, 17: 034029.(Link),(pdf)
---2021---
(161) Huang Xin, Liu Yue. Livability Assessment of 101,630 Communities in China’s 42 major cities: A Remote Sensing Perspective. SCIENCE CHINA Earth Sciences, 2022, 65: 1073–1087.(Link),(pdf)
(160) Mao Feiyue, Liang Zhenxing, Pan Zengxin, Gong Wei, Sun Jia, Zhang Tianhao, Huang Xin., Zang Lin, Lu XinLu, Jia Hong. A Simple multiscale layer detection algorithm for CALIPSO measurements. Remote Sensing of Environment, 2021, 266: 112687.(Link),(pdf)
(159) Pei Tao, Xu Jun, Liu Yu, Huang Xin, Zhang Liqiang, Dong Weihua, Qin Chengzhi, Song Ci, Gong Jianya, Zhou Chenghu. GIScience and remote sensing in natural resource and environmental research: status quo and future perspectives, Geography and Sustainability, 2021, 2(3): 207-215.(Link),(pdf)
(158) Guo Tianci, He Tao, Liang Shunlin, Jean-Louis Roujean, Zhou Yuyu, Huang Xin. Multi-decadal analysis of high-resolution albedo changes induced by urbanization over contrasted Chinese cities based on Landsat data.Remote Sensing of Environment, 2021, Accepted for publication.
(157) Yang Jie, Huang Xin*. 30 m annual land cover and its dynamics in China from 1990 to 2019.Earth System Science Data, 2021, Accepted for publication.(Link), (pdf)
(156) Cao Yinxia, Huang Xin*. A deep learning method for building height estimation using high-resolution multi-view imagery over urban areas: a case study of 42 Chinese cities.Remote Sensing of Environment, 2021, Accepted for publication.
(155) Huang Xin, Li Jiayi, Yang Jie, Zhang Zhen, Li Dongrui, Liu Xiaoping. 30-m global impervious surface area dynamics and urban expansion pattern observed by Landsat satellites: from 1972 to 2019.SCIENCE CHINA Earth Sciences, 2021, DOI: 10.1007/s11430-020-9797-9.(Link), (pdf)
(154) Huang Xin, Yang Junjing, Li Jiayi, Wen Dawei. Urban functional zone mapping by integrating high spatial resolution nighttime light and daytime multi-view imagery.ISPRS Journal of Photogrammetry and Remote Sensing, 2021, 175, 403-415.(Link), (pdf)
(153) Wen Dawei, Huang Xin*, F Bovolo, Li Jiayi, Ke Xinli, Zhang Anlu, Jon Atli Benediktsson. Change Detection from Very High Spatial Resolution Optical Remote Sensing Images: Methods, Applications, and Future Directions.IEEE Geoscience and Remote Sensing Magazine, 2021, DOI: 10.1109/MGRS.2021.3063465.(Link), (pdf)
(152) Huang Xin*, Yang Qiquan, Yang Junjing. Importance of community containment measures in combating the COVID-19 epidemic: from the perspective of urban planning.Geo-spatial Information Science, 2021, DOI: 10.1080/10095020.2021.1894905.(Link), (pdf)
(151) Huang Xin, Li Jiayi, Liao Wenzhi, Jocelyn Chanussot. Information Extraction from Remote Sensing Imagery.Geo-spatial Information Science, 2017, 20(4): 297-298.(Link), (pdf)
(150) Yao Rui, Wang Lunche, Huang Xin, Liu Yuting, Niu Zigeng, Wang Shaoqiang, Wang Lizhe. Long-term trends of surface and canopy layer urban heat island intensity in 272 cities in the mainland of China.Science of the Total Environment, 2021, 772: 145607.(Link), (pdf)
(149) Huang Xin*, Liu Anling, Li Jiayi. Mapping and analyzing the local climate zones in China’s 32 major cities using Landsat imagery based on a novel convolutional neural network.Geo-spatial Information Science, DOI: 10.1080/10095020.2021.1892459.(Link), (pdf)
(148) Yao Rui, Wang Lunche, Huang Xin, Wu Xiaojun, Yang Liu, Niu Zigeng. Assessing urbanization’s contribution to warming in mainland China using satellite-estimated air temperature data.Progress in Physical Geography, DOI: 10.1177/0309133321988850.(Link), (pdf)
(147) Yao Rui, Wang Lunche, Huang Xin, Sun Liang, Chen Ruiqing, Wu Xiaojun, Zhang Wei, Niu Zigeng. A robust method for filling the gaps in MODIS and VIIRS land surface temperature data.IEEE Transactions on Geoscience and Remote Sensing, 2021, DOI: 10.1109/TGRS.2021.3053284.(Link), (pdf)
(146) Liu Yue, Huang Xin*, Yang Qiquan, Cao Yinxia. The turning point between urban vegetation and artificial surfaces for their competitive effect on land surface temperature.Journal of Cleaner Production, 2021, 292: 126034.(Link), (pdf)
(145) Yang Qiquan, Huang Xin*, Yang Jie, Liu Yue. The relationship between land surface temperature and artificial impervious surface fraction in 682 global cities: spatiotemporal variations and drivers.Environmental Research Letters, 2021, 16: 024032.(Link), (pdf)
---2020---
(144) Huang Xin, Shuang Li, Jiayi Li, Xiuping Jia, Jun Li, Xiaoxiang Zhu, and Jón Atli Benediktsson. A multi-spectral and multi-angle 3-D convolutional neural network for the classification of ZY-3 satellite images over urban areas.IEEE Transactions on Geoscience and Remote Sensing, 2020,DOI: 10.1109/TGRS.2020.3037211.(Link), (pdf)
(143) Huang Xin, Huang Jiongyi, Wen Dawei, Li Jiayi. An updated MODIS global urban extent product (MGUP) from 2001 to 2018 based on an automated mapping approach. International Journal of Applied Earth Observations and Geoinformation, 2020, Accepted for Publication.(Link), (pdf), (product)
(142) Mi Wang, Yongjun Zhang, Yanfei Zhong, Huang Xin, Xiangyun Hu, Nengcheng Chen, Bisheng Yang, Jingbin Liu, Huanfeng Shen, Zeming Wang and Liqiong Chen. The State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing. Science,pp.32-36, 2018.11.28.(Link), (pdf)
(141) Chen Wei, Zhou Yuyu, Wu Qiusheng, Chen Gang, Huang Xin, Yu Bailang. Urban building type mapping using geospatial data: a case study of Beijing, China. Remote Sensing, 2020, 12(17):2805.(Link), (pdf)
(140) Yang Jie, Huang Xin*, Tang Qiuhong*, Li Jiayi.Satellite-derived river width and its spatiotemporal patterns in China during 1990–2015. Remote Sensing of Environment, 2020, 247: 111918.(Link), (pdf)
(139) Huang Xin*, Cao Yinxia, Li Jiayi.An automatic change detection method for monitoring newly constructed building areas using time-series multi-view high-resolution optical satellite images. Remote Sensing of Environment, 2020, 244: 111802.(Link), (pdf)
(138) Yang Qiquan, Huang Xin*, Tang Qiuhong.Global assessment of the impact of irrigation on land surface temperature. Science Bulletin, 2020, DOI: 10.1016/j.scib.2020.04.005.(Link), (pdf)
(137) Li Jiayi, Huang Xin*, Chang Xiaoyu, A label-noise robust active learning sample collection method for multi-temporal urban land-cover classification and change analysis. ISPRS Journal of Photogrammetry and Remote Sensing, 2020, 163, 1-17.(Link), (pdf)
(136) Li Qingyu, Shi Yilei, Huang Xin, Zhu Xiaoxiang.Building Footprint Generation by IntegratingConvolution Neural Network with Feature Pairwise Conditional Random Field (FPCRF). IEEE Transactions on Geoscience and Remote Sensing, 2020, DOI: 10.1109/TGRS.2020.2973720.(Link), (pdf)
(135) Huang Xin*, Wang Ying, Li Jiayi, Chang Xiaoyu, Yinxia Cao, Junfeng Xie, Gong Jianya. High-resolution urban land-cover mapping and landscape analysis of the 42 major cities in China using ZY-3 satellite images. Science Bulletin, 2020, PP. (Link), (pdf)
(134) Yao Rui, Wang Lunche*, Huang Xin, Li Long, Sun jia, Wu Xiaojun, Jiang Weixia. Developing a temporally accurate air temperature dataset for mainland China. Science of The Total Environment, 2020, 706, 136037. (Link), (pdf)
(133) Yang Qiquan, Huang Xin*, Tang Qiuhong*. Irrigation cooling effect on land surface temperature across China based on satellite observations. Science of The Total Environment, 2020, 705, 135984. (Link), (pdf)
(132) Li Jiayi, Gao Yuan, Huang Xin*. The impact of urban agglomeration on ozone precursor conditions: A systematic investigation across global agglomerations utilizing multi-source geospatial datasets. Science of The Total Environment, 2020, 704, 135458. (Link), (pdf)
---2019---
(131) Gong Jianya, Liu Chun*, Huang Xin*. Advances in urban information extraction from high-resolution remote sensing imagery. Science China Earth Sciences, 2019. (Link), (pdf)
(130) Huang Xin*, Li Jiayi, Francesca Bovolo, Wang Qi. Special Section Guest Editorial: Change Detection Using Multi-Source Remotely Sensed Imagery. Remote Sensing, 2019, 11(19): 2216. (Link), (pdf)
(129) Huang Xin, Zhu Xiaoxiang, Fabio Dell'Acqua, Mauro Dalla Mura, Mathieu Fauvel. Foreword to the Special Issue on Recent Advances in Processing of High-Spatial-Resolution Remote Sensing Data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2019, 12(8): 2588-2593. (Link), (pdf)
(128) Huang Xin*, Han Xiaopeng, Ma Song, Lin Tianjia, Gong Jianya. Monitoring ecosystem service change in the city of Shenzhen by the use of high-resolution remotely sensed imagery and deep learning. Land Degradation & Development, 2019, 30(12): 1490-1501. (Link), (pdf)
(127) Li Jiayi, Huang Xin*, Gong Jianya. Deep neural network for remote sensing image interpretation: status and perspectives. National science review, 2019, 6(6):1082-1086. (Link), (pdf)
(126) Huang Xin*, Wang Ying. Investigating the effects of 3D urban morphology on the surface urban heat island effect in urban functional zones by using high-resolution remote sensing data: A case study of Wuhan, Central China. ISPRS Journal of Photogrammetry and Remote Sensing, 2019, 152: 119-131. (Link), (pdf)
(125) Wen Dawei, Huang Xin*, Zhang Anlu, Ke Xinli. Monitoring 3D building change and urban redevelopment patterns in the inner city of Chinese megacities using multi-view satellite imagery. Remote Sensing, 2019, 11(7):763. (Link), (pdf)
(124) Liu Chun, Huang Xin*, Zhu Zhe, Chen Huijun, Tang Xinming, Gong Jianya. Automatic extraction of built-up area from ZY3 multi-view satellite imagery: Analysis of 45 global cities. Remote Sensing of Environment, 2019, 226: 51-73. (Link), (pdf)
(123) Hu Ting, Huang Xin*. A novel locally adaptive method for modeling the spatiotemporal dynamics of global electric power consumption based on DMSP-OLS nighttime stable light data. Applied Energy, 2019, 240: 778-792. (Link), (pdf)
(122) Yao Rui, Wang Lunche*, Huang Xin, Gong Wei, Xia Xiangao. Greening in rural areas increases the surface urban heat island intensity. Geophysical Research Letters, 2019, 46(4): 2204-2212. (Link), (pdf)
(121) Yao Rui, Wang Lunche*, Huang Xin*, Chen Xinxin, Liu Zhengjia. Increased spatial heterogeneity in vegetation greenness due to vegetation greening in mainland China. Ecological Indicators, 2019, 99:240-250. (Link), (pdf)
(120) Huang Xin, Cai Yafang, Li Jiayi*. Evidence of the mitigated urban particulate matter island (UPI) effect in China during 2000-2015. Science of the Total Environment, 2019, 660: 1327-1337. (Link), (pdf)
(119) Li Jiayi, Huang Xin*, Hu Ting. A novel unsupervised sample collection method for urban land-cover mapping using Landsat imagery. IEEE Transactions on Geoscience and Remote Sensing, 2019, 57(6): 3933 – 3951. (Link), (pdf)
(118) Yang Qiquan, Huang Xin*, Tang Qiuhong*. The footprint of urban heat island effect in 302 Chinese cities: Temporal trends and associated factors. Science of the Total Environment, 2019, 655: 652-662. (Link), (pdf)
---2018---
(117) Li Jiayi, Huang Xin*. Impact of land-cover layout on particulate matter 2.5 in urban areas of China. International Journal of Digital Earth, 2018: 1-13. (Link), (pdf)
(116) Xiao Rui, Huang Xin*, Yu Weixuan, Lin Meng, Zhang Zhonghao. Interaction relationship between built-up land expansion and demographic-social-economic urbanization in Shanghai-Hangzhou Bay Metropolitan Region of eastern China. Photogrammetric Engineering and Remote Sensing, 2019, 85(3):231-24. (Link), (pdf)
(115) Li Jiayi, Huang Xin*. Ground-level ozone concentration and landscape patterns in China’s urban areas. Photogrammetric Engineering and Remote Sensing, 2019, 85(2): 145-152. (Link), (pdf)
(114) Li Yansheng*, Zhang Yongjun*, Huang Xin*. Deep networks under scene-level supervision for multi-class geospatial detection from remote sensing images. ISPRS Journal of Photogrammetry and Remote Sensing, 2018, 146: 182-196. (Link), (pdf)
(113) Hu Ting, Huang Xin*, Li Jiayi, Zhang Lefei. A novel co-training approach for urban land cover mapping with unclear Landsat time series imagery. Remote Sensing of Environment, 2018, 217:144-157. (Link), (pdf)
(112) Huang Xin*, Yang Michael Ying, Qin Rongjun. Foreword to the special issue on remote sensing of urban environment (I). Photogrammetric Engineering and Remote Sensing, 2018, 84(11): 679-679. (Link), (pdf)
(111) Xiao Rui, Liu Yue, Huang Xin*, Shi Ruixing, Yu Weixuan, Zhang Tao. Exploring the driving forces of farmland loss under rapid urbanization using binary logistic regression and spatial regression: A case study of Shanghai and Hangzhou Bay. Ecological Indicators, 2018, 95:455-467. (Link), (pdf)
(110) Li Yansheng, Zhang Yongjun*, Huang Xin*, Ma Jiayi. Learning source-invariant deep hashing convolutional neural networks for cross-source remote sensing image retrieval. IEEE Transactions on Geoscience and Remote Sensing, 2018, 56(11): 6521-6536. (Link), (pdf)
(109) Xie Cong, Huang Xin*, Li Jiayi. Assessing China’s lake changes and associated driving forces during 1985–2015. Photogrammetric Engineering and Remote Sensing, 2018, 84(10): 657-666. (Link), (pdf)
(108) Yao Rui, Wang Lunche*, Huang Xin*, Niu Zigeng, Li Junli. Interannual variations in surface urban heat island intensity and associated drivers in China. Journal of Environmental Management, 2018, 222:86-94. (Link), (pdf)
(107) Shi Baoshun, Lian Qiusheng, Huang Xin, An Ni. Constrained phase retrieval: when alternating projection meets regularization. Journal of the Optical Society of America B, 2018, 35(6):1271-1281. (Link), (pdf)
(106) Han Xiaopeng, Huang Xin*, Li Jiayi, Li Yansheng, Yang Michael Ying, Gong Jianya. The edge-preservation multi-classifier relearning framework for the classification of high-resolution remotely sensed imagery. ISPRS Journal of Photogrammetry and Remote Sensing, 2018, 138: 57-73. (Link), (pdf)
(105) Yao Rui, Wang Lunche*, Huang Xin*, Li Jiarui, Niu Zigeng. Less sensitive of urban surface to climate variability than rural in Northern China. Science of the Total Environment, 2018, 628-629: 650-660. (Link), (pdf)
(104) Zhang Tao, Huang Xin*. Monitoring of urban impervious surfaces using time series of high-resolution remote sensing images in rapidly urbanized areas: A case study of Shenzhen. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2018, 11(8): 2692-2708. (Link), (pdf)
(103) Huang Xin, Hu Ting, Li Jiayi*, Wang Qing. Mapping urban areas in China using multi-source data with a novel ensemble SVM method. IEEE Transactions on Geoscience and Remote Sensing, 2018, 56(8): 4258-4273. (Link), (pdf)
(102) Yao Rui, Wang Lunche*, Huang Xin*, Niu Ying, Chen Yisen, Niu Zigeng. The influence of different data and method on estimating the surface urban heat island intensity. Ecological Indicators, 2018, 89:45-55. (Link), (pdf)
(101) Shi Qian, Liu Xiaoping*, Huang Xin*. An Active Relearning framework for remote sensing image classification. IEEE Transactions on Geoscience and Remote Sensing, 2018, 56(6):3468-3486. (Link), (pdf)
(100) Huang Xin*, Chen Huijun, Gong Jianya. Angular difference feature extraction for urban scene classification using ZY-3 multi-angle high-resolution satellite imagery. ISPRS Journal of Photogrammetry and Remote Sensing, 2018, 135:127-141. (Link), (pdf)
-----2017-----
(99) Huang Xin*, Zhu Zerun, Li Yansheng, Wu Bo, Yang Michael. Tea garden detection from high-resolution imagery using a scene-based work. Photogrammetric Engineering and Remote Sensing, 2018, 84(11): 723-731. (Link), (pdf)
(98) Li Shaodan, Tang Hong, Huang Xin, Mao Ting, Niu Xiaonan. Automated detection of buildings from heterogeneous VHR satellite images for rapid response to natural disasters. Remote Sensing. 2017, 9(11), 1177-1198. (Link), (pdf)
(97) Han Xiaopeng, Huang Xin*, Liang Hong, Ma Song, Gong Jianya. Analysis of the relationships between environmental noise and urban morphology. Environmental Pollution, 2018, 233: 755-763. (Link), (pdf)
(96) Zeng Wenxian, Fang Xing*, Lin Yi, Huang Xin, Yao Yibin. On the errors-in-variables model with inequality constraints of dependent variables for geodetic transformation. Survey Review, 2019, 51(365). (Link), (pdf)
(95) Huang Xin*, Xia Jiahao, Xiao Rui, He Tao. Urban expansion patterns of 291 Chinese cities, 1990–2015. International Journal of Digital Earth, 2019, 12(1): 62-77. (Link), (pdf)
(94) Li Yansheng, Zhang Yongjun*, Huang Xin. Large-scale remote sensing image retrieval by deep hashing neural networks. IEEE Transactions on Geoscience and Remote Sensing, 2018, 56(2): 950-965. (Link), (pdf)
(93) Xie Cong, Huang Xin*, Wang Leiguang, Fang Xing, Liao Wenzhi. Spatiotemporal change patterns of urban lakes in China’s major cities between 1990 and 2015. International Journal of Digital Earth, 2018, 11(11): 1085-1102. (Link), (pdf)
(92) Yang Qiquan, Huang Xin*, Li Jiayi*. Assessing the relationship between surface urban heat islands and landscape patterns across climatic zones in China. Scientific Reports, 2017, 7:9337-9347. (Link), (pdf)
(91) Yao Rui, Wang Lunche*, Huang Xin*, Niu Zigeng, Liu Fongfu, Wang Qin. Temporal trends of surface urban heat islands and associated determinants in major Chinese cities. Science of the Total Environment, 2017, 609: 742-754. (Link), (pdf)
(90) Zhang Qian, Huang Xin*, Zhang Guixu*. Urban area extraction by regional and line segment features fusion and urban morphology analysis. Remote Sensing, 2017, 9(7): 663-691. (Link), (pdf)
(89) Yao Rui, Wang Lunche*, Gui Xuan, Zhang Haoming, Zheng Yukun, Huang Xin*. Urbanization effects on vegetation and surface urban heat islands in China’s Yangtze River basin. Remote Sensing, 2017, 9(6): 540-556. (Link), (pdf)
(88) Li Long, Huang Xin, Li Jiayi*, Wen Dawei*. Quantifying the spatiotemporal trends of canopy heat island (CLHI) and its driving factors over Wuhan, China with satellite remote sensing. Remote Sensing, 2017, 9(6): 536-553. (Link), (pdf)
(87) Liu Chun, Huang Xin*, Wen Dawei, Chen Huijun, Gong Jianya. Assessing the quality of building height extraction from ZiYuan-3 multi-view imagery. Remote Sensing Letters, 2017, 8(9):907-916. (Link), (pdf)
(86) Zhang Yinuo, Huang Xin*, Yin Wei, Zhu Dun. Multitemporal Landsat image based water quality analysis of Danjiangkou Reservoir. Photogrammetric Engineering and Remote Sensing, 2017, 83(9): 33-42. (Link), (pdf)
(85) Li Yansheng, Huang Xin*, Liu Hui. Unsupervised deep feature learning for urban village detection from high-resolution remote sensing images. Photogrammetric Engineering and Remote Sensing, 2017, 83(8): 567-579. (Link), (pdf)
(84) Xie Cong, Huang Xin*, Mu Hongqiang, Yin Wei. Impacts of land-use changes on the lakes across the Yangtze floodplain in China. Environmental Science & Technology, 2017, 51(7): 3669-3677. (Link), (pdf)
(83) Huang Xin*, Wen Dawei, Li Jiayi, Qin Rongjun. Multi-level monitoring of subtle urban dynamics for megacities of China using high-resolution multi-view satellite imagery. Remote Sensing of Environment, 2017, 196:56-75. (Link), (pdf)
(82) Wang Leiguang, Huang Xin*, Zheng Chen, Zhang Yun. A Markov random field integrating spectral dissimilarity and class co-occurrence dependency for remote sensing image classification optimization. ISPRS Journal of Photogrammetry and Remote Sensing, 2017, 128: 223-239. (Link), (pdf)
(81) Liu Hui, Huang Xin*, Wen Dawei, Li Jiayi. The use of landscape metrics and transfer learning to explore urban villages in China. Remote Sensing, 2017, 9(4): 365-388. (Link), (pdf)
(80) Zhang Tao, Huang Xin*, Wen Dawei*, Li Jiayi. Urban building density estimation from high-resolution imagery using multiple features and support vector regression. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2017, 10(7): 3265-3280. (Link), (pdf)
(79) W. Liao, J. Chanussot, M. Dalla Mura, Huang Xin, R. Bellens, S. Gautama and W. Philips. Taking Optimal Advantage of Fine Spatial Resolution: Promoting partial image reconstruction for the morphological analysis of very-high-resolution images. IEEE Geoscience and Remote Sensing Magazine, 2017, 5(2): 8-28. (Link), (pdf)
(78) Zeng Wenxian, Fang Xing, Lin Y, Huang Xin, Zhou Y. On the total least-squares estimation for autoregressive model. Survey Review, 2017, 50(359): 186-190. (Link), (pdf)
(77) Yao Rui, Wang Lunche*, Huang Xin*, Guo Xian. Investigation of Urbanization Effects on Land Surface Phenology in Northeast China during 2001–2015. Remote Sensing, 2017, 9(1): 66-82. (Link), (pdf)
(76) Zhao Lingli, Yang Jie, Li Pingxiang, Huang Xin, Shi Lei, Zhang Liangpei. Characterization of the coherent scattering induced by ridging patterns in agriculture by the use of polarimetric SAR imagery. International Journal of Remote Sensing, 2017, 38(12): 3502-3518. (Link), (pdf)
(75) Wen Dawei, Huang Xin*, Liu Hui, Liao Wenzhi, Zhang Liangpei. Semantic classification of urban trees using very high resolution satellite imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2017,10(4): 1413-1424. (Link), (pdf)
(74) Li Qingyu, Huang Xin*, Wen Dawei, Zhang Liangpei. Integrating Multiple Textural Features for Remote Sensing Image Change Detection. Photogrammetric Engineering and Remote Sensing, 2017, 83(2): 109-121. (Link), (pdf)
(73) Wang Rui, Li Hengchao, Liao Wenzhi, Huang Xin, William J. Emery and Wilfried Philips. Centralized Collaborative Sparse Unmixing for Hyperspectral Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2017, 10(5): 1949-1962. (Link), (pdf)
(72) Huang Xin*, Yuan Wenliang, Li Jiayi, Zhang Liangpei. A New Building Extraction PostProcessing Framework for High-Spatial-Resolution Remote-Sensing Imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2017, 10(2): 654-668. (Link), (pdf)
-----2016-----
(71) Huang Xin*, Paolo Gamba, Bormin Huang. Special Section Guest Editorial: Sparsity driven high dimensional remote sensing image processing and analysis. Journal of Applied Remote Sensing, 2016, 10(4): 042001-042001. (Link), (pdf)
(70) Huang Xin, Li Qingyu, Liu Hui*, Li Jiayi*. Assessing and improving the accuracy of GLOBELAND30 data for urban area delineation by combining multisource remote sensing data. IEEE Geoscience and Remote Sensing Letters, 2016, 13(12): 1860-1864. (Link), (pdf)
(69) Zhang Lefei, Zhang Qian, Du Bo, Huang Xin, Tang Yuanyan, Tao Dacheng. Simultaneous spectral-spatial feature selection and extraction for hyperspectral images. IEEE Transactions on Cybernetics, 2018, 48(1): 16-28. (Link), (pdf)
(68) Wang Rui, Li Hengchao, Liao Wenzhi, Huang Xin. Endmembers Initialization method for hyperspectral data unmixing. Journal of Applied Remote Sensing, 2016, 10(4): 042009. (Link), (pdf)
(67) Zhang Qian, Huang Xin*, Zhang Guixu. A morphological building detection work for high-resolution optical imagery over urban areas. IEEE Geoscience and Remote Sensing Letters, 2016, 13(9): 1388-1392. (Link), (pdf)
(66) Wu Bo*, Zhu Yong, Huang Xin, Li Jiayi. Generalization of spectral fidelity with flexible measures for sparse representation classification of hyperspectral images. International Journal of Applied Earth Observation and Geoinformatics, 2016, 52: 275-283. (Link), (pdf)
(65) Wu Bo*, Fang Chaoyang, Yu Le, Huang Xin, Zhang Qiang. A fully automatic method to extract rare earth mining areas from Landsat Images. Photogrammetric Engineering and Remote Sensing, 2016, 82(9): 729-737. (Link), (pdf)
(64) Xie Cong, Huang Xin*, Zeng Wenxian, Fang Xing. A novel water index for urban high-resolution eight-band WorldView-2 imagery. International Journal of Digital Earth, 2016, 9(10): 925-941. (Link), (pdf)
(63) Huang Xin*, Han Xiaopeng, Zhang Liangpei, Gong Jianya, Liao Wenzhi, Jón Atli Benediktsson. Generalized differential morphological profiles for remote sensing image classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2016, 9(4): 1736-1751. (Link), (pdf)
(62) Guo Xian, Huang Xin*, Zhang Lefei, Zhang Liangpei, Antonio Plaza, Jón Atli Benediktsson. Support tensor machines for classification of hyperspectral remote sensing imagery. IEEE Transactions on Geoscience and Remote Sensing, 2016, 54(6): 3248-3264. (Link), (pdf)
(61) Lu Qikai, Huang Xin*, Liu Tingting, Zhang Liangpei. A structural similarity-based label-smoothing algorithm for the post-processing of land-cover classification. Remote Sensing Letters, 2016, 7(5): 437-445. (Link), (pdf)
(60) Lu Qikai, Huang Xin*, Li Jun, Zhang Liangpei. A novel MRF-based multifeature fusion for classification of remote sensing images. IEEE Geoscience and Remote Sensing Letters, 2016, 13(4): 515-519. (Link), (pdf)
(59) Xu Xiang, Li Jun*, Huang Xin, Dalla Mura Mauro and Plaza Antonio. Multiple morphological component analysis based decomposition for remote sensing image classification. IEEE Transactions on Geoscience and Remote Sensing, 2016, 54(5): 3083-3102. (Link), (pdf)
(58) Luo Renbo*, Liao Wenzhi, Huang Xin, Pi Youguo, Philips Wilfried. Feature extraction of hyperspectral images with semisupervised graph learning. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2016, 9(9): 4389-4399. (Link), (pdf)
(57) Wen Dawei, Huang Xin*, Zhang Liangpei, Jon Atli Benediktsson. A novel automatic change detection method for urban high-resolution remotely sensed imagery based on multiindex scene representation. IEEE Transactions on Geoscience and Remote Sensing, 2016, 54(1): 609-625. (Link), (pdf)
(56) Yang Feng, Xia Guisong*, Liu Gang, Zhang Liangpei, Huang Xin. Dynamic texture recognition by aggregating spatial and temporal features via ensemble SVMs. Neurocomputing, 2016, 173: 1310-1321. (Link), (pdf)
-----2015-----
(55) Zhang Qian, Qin Rongjun*, Huang Xin. Classification of ultra-high resolution orthophotos combined with DSM using a dual morphological top hat profile. Remote Sensing, 2015, 7(12): 16422-16440. (Link), (pdf)
(54) Huang Xin*, Weng Chunlei, Lu Qikai, Feng Tiantian, Zhang Liangpei. Automatic labelling and selection of training samples for high-resolution remote sensing image classification over urban areas. Remote Sensing, 2015, 7(12): 16024-16044. (Link), (pdf)
(53) Huang Xin*, Liu Hui, Zhang Liangpei. Spatiotemporal detection and analysis of urban villages in mega city regions of China using high-resolution remotely sensed imagery. IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(7): 3639-3657. (Link), (pdf)
(52) Zhang Lefei*, Zhang Qian, Zhang Liangpei, Tao Dacheng, Huang Xin, Du Bo. Ensemble manifold regularized sparse low-rank approximation for multiview feature embedding. Pattern Recognition, 2015, 48(10): 3102-3112. (Link), (pdf)
(51) Qin Rongjun*, Huang Xin, Gruen Armin, Schmitt Gerhard. Object-based 3-D building change detection on multitemporal stereo Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, 8(5): 2125-2137. (Link), (pdf)
(50) Shi Shuo*, Song Shalei, Gong Wei, Du Lin, Zhu Bo, Huang Xin. Improving backscatter intensity calibration for multispectral LiDAR. IEEE Geoscience and Remote Sensing Letters. 2015, 12(7): 1421-1425. (Link), (pdf)
(49) Huang Xin*, Xie Cong, Fang Xing, Zhang Liangpei. Combining pixel- and object-based machine learning for identification of water-body types from urban high-resolution remote-sensing imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, 8(5): 2097-2110. (Link), (pdf)
(48) Liao Wenzhi*, Huang Xin, Van Coillie Frieke, Gautama Sidharta, Pizurica Aleksandra, Philips Wilfried, Liu Hui, Zhu Tingting, Shimoni Michal, Moser Gabriele, Tuia Devis. Processing of multiresolution thermal hyperspectral and digital color data: outcome of the 2014 IEEE GRSS data fusion contest. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, 8(6): 2984-2996. (Link), (pdf)
(47) Hu Fan, Xia Guisong*, Wang Zifeng, Huang Xin, Zhang Liangpei, and Sun Hong. Unsupervised feature learning via spectral clustering of multidimensional patches for remotely sensed scene classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, 8(5): 2015-2030. (Link), (pdf)
(46) Liu Tingting*, Wang Zemin, Huang Xin, Cao Liqin, Niu Muye, Tian Zhongxiang. An effective Antarctic ice surface temperature retrieval method for MODIS. Photogrammetric Engineering and Remote Sensing, 2015, 81(11): 861-872. (Link), (pdf)
(45) Huang Xin*, Fauvel Mathieu, Dalla Mura Mauro, Zhang Liangpei, Foreword to the special issue on information extraction from high-spatial-resolution optical remotely sensed imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, 8(5):1872-1875. (Link), (pdf)
(44) Liu Tingting*, Liu Yanxia, Huang Xin, Wang Zemin. Fully constrained least squares for Antarctic sea ice concentration estimation utilizing passive microwave data. IEEE Geoscience and Remote Sensing Letters, 2015, 12(11): 2291-2295. (Link), (pdf)
(43) Zhang Lefei*, Zhang Liangpei, Tao Dacheng, Huang Xin, and Du Bo. Compression of hyperspectral remote sensing images by tensor approach. Neurocomputing. 2015, 147: 358-363. (Link), (pdf)
-----2014-----
(42) Huang Xin*, Zhu Tingting, Zhang Liangpei, Tang Yuqi. A novel building change index for automatic building change detection from high-resolution remote sensing imagery. Remote Sensing Letters. 2014, 5(8): 713-722. (Link), (pdf)
(41) Huang Xin*, Liu Xiaobo, Zhang Liangpei. A multichannel gray level co-occurrence matrix for multi/hyperspectral image texture representation. Remote Sensing. 2014, 6(9): 8424-8445. (Link), (pdf)
(40) Zou Jinyi, Li Wei*, Huang Xin, Du Qian. Classification of hyperspectral urban data using adaptive simultaneous orthogonal matching pursuit. Journal of Applied Remote Sensing, 2014, 8(1): 085099. (Link), (pdf)
(39) Li Jun*, Huang Xin, Paolo Gamba, Jose M. Bioucas, Zhang Liangpei, Jon Atli Benediktsson, Antonio Plaza. Multiple feature learning for hyperspectral image classification. IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(3): 1592-1606. (Link), (pdf)
(38) Huang Xin*, Guan Xuehua, Jon Atli Benediktsson, Li Jun, Antonio Plaza, Mauro Dalla Mura. Multiple morphological profiles from multicomponent-base images for hyperspectral image classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2014, 7(12): 4653-4669. (Link), (pdf)
(37) Lu Qikai, Huang Xin*, Zhang Liangpei. A novel clustering-based feature representation for the classification of hyperspectral imagery. Remote Sensing, 2014, 6(6): 5732-5753. (Link), (pdf)
(36) Guo Xian, Huang Xin, Zhang Liangpei*. 3D wavelet texture feature extraction and classification for multi/hyperspectral imagery. IEEE Geoscience and Remote Sensing Letters, 2014, 11(12): 2183-2187. (Link), (pdf)
(35) Huang Xin*, Lu Qikai, Zhang Liangpei, Antonio Plaza. New post-processing methods for remote sensing image classification: a systematic study. IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(11): 7140-7159. (Link), (pdf)
(34) Huang Xin*, Lu Qikai, Zhang Liangpei. A multi-index learning approach for classification of high-resolution remotely sensed images over urban areas. ISPRS Journal of Photogrammetry and Remote Sensing, 2014, 90: 36-48. (Link), (pdf)
(33) Huang Xin*, Wen Dawei, Xie Junfeng, Zhang Liangpei. Quality assessment of panchromatic and multispectral image fusion for the ZY-3 satellite: from an information extraction perspective. IEEE Geoscience and Remote Sensing Letters, 2014, 11(4): 753-757. (Link), (pdf)
(32) Zhang Lefei, Zhang Liangpei*, Tao Dacheng, Huang Xin, Du Bo. Hyperspectral remote sensing image subpixel target detection based on supervised metric learning. IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(8): 4955-4965. (Link), (pdf)
(31) Huang Xin*, Zhang Liangpei, Zhu Tingting. Building change detection from multitemporal high-resolution remotely sensed images d on a morphological building index. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2014, 7(1): 105-115. (Link), (pdf)
(30) Zhang Lefei, Zhang Liangpei*, Tao Dacheng, Huang Xin. Sparse transfer manifold embedding for hyperspectral target detection. IEEE Transactions on Geoscience and Remote Sensing. 2014, 52(2): 1030-1043. (Link), (pdf)
(29) Li Jiayi, Zhang Hongyan, Zhang Liangpei*, Huang Xin, Zhang Lefei. Joint collaborative representation with multitask learning for hyperspectral image classification. IEEE Transactions on Geoscience and Remote Sensing. 2014, 52(9): 5923-5936. (Link), (pdf)
-----2013-----
(28) Tang Yuqi, Huang Xin*, Zhang Liangpei. Fault-tolerant building change detection from urban high-resolution remote sensing imagery. IEEE Geoscience and Remote Sensing Letters, 2013, 10 (5), 1060-1064. (Link), (pdf)
(27) Huang Xin*, Zhang Liangpei. An SVM ensemble approach combining spectral, structural, and semantic features for the classification of high-resolution remotely sensed imagery. IEEE Transactions on Geoscience and Remote Sensing, 2013, 51(1): 257-272. (Link), (pdf)
(26) Guo Xian, Huang Xin*, Zhang Liangpei. Hyperspectral image noise reduction based on rank-1 tensor decomposition. ISPRS Journal of Photogrammetry and Remote Sensing. 2013, 83: 50-63. (Link), (pdf)
(25) Zhang Qian, Huang Xin*, Zhang Liangpei. An energy-driven total variation model for segmentation and classification of high spatial resolution remote-sensing imagery. IEEE Geoscience and Remote Sensing Letters, 2013, 10(1): 125-129. (Link), (pdf)
(24) Zhang Liangpei*, Zhang Lefei, Tao Dacheng, Huang Xin. Tensor discriminative locality alignment for hyperspectral image spectral-spatial feature extraction. IEEE Transactions on Geoscience and Remote Sensing, 2013, 51(1): 242-256. (Link), (pdf)
(23) Zhang Lefei, Zhang Liangpei*, Tao Dacheng, Huang Xin. A modified stochastic neighbor ding for multi-feature dimension reduction of remote sensing images. ISPRS Journal of Photogrammetry and Remote Sensing, 2013, 83: 30-39. (Link), (pdf)
-----2012-----
(22) Huang Xin*, Zhang Liangpei. A multilevel decision fusion approach for urban mapping using very-high-resolution multi/hyper-spectral imagery. International Journal of Remote Sensing, 2012, 33(11): 3354-3372. (Link), (pdf)
(21) Huang Xin*, Zhang Liangpei. A multiscale urban complexity index based on 3D wavelet transform for spectral-spatial feature extraction and classification: an evaluation on the 8-channel WorldView-2 imagery. International Journal of Remote Sensing, 2012, 33(8): 2641-2656. (Link), (pdf)
(20) Huang Xin*, Zhang Liangpei. Morphological building/shadow index for building extraction from high-resolution imagery over urban areas. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2012, 5(1): 161-172. (Link), (pdf)
(19) Zhang Lefei, Zhang Liangpei*, Tao Dacheng, Huang Xin. On combining multiple features for hyperspectral remote sensing image classification. IEEE Transactions on Geoscience and Remote Sensing, 2012, 50(3): 879-893. (Link), (pdf)
-----2011-----
(18) Huang Xin*, Zhang Liangpei, Gong Wei. Information fusion of aerial images and LIDAR data in urban areas: vector stacking, re-classification, and post-processing approaches. International Journal of Remote Sensing, 2011, 32(1): 69–84. (Link), (pdf)
(17) Huang Xin*, Zhang Liangpei. A multidirectional and multiscale morphological index for automatic building extraction from mutispectral GeoEye-1 imagery. Photogrammetric Engineering and Remote Sensing, 2011, 77(7): 721–732. (Link), (pdf)
(16) Tang Yuqi, Zhang Liangpei, Huang Xin*. Object-oriented change detection based on the Kolmogorov–Smirnov test using high-resolution multispectral imagery. International Journal of Remote Sensing, 2011, 32(20): 5719-5740. (Link), (pdf)
(15) Zhang Qian, Zhang Liangpei*, Huang Xin. Classification of high-spatial resolution imagery d on distance-weighted MRF with an improved ICM method. International Journal of Remote Sensing, 2011, 32(24): 9843-9868. (Link), (pdf)
(14) Zhang Lefei, Zhang Liangpei*, Tao Dacheng, Huang Xin. A multi-feature tensor for remote sensing target recognition. IEEE Geoscience and Remote Sensing Letters, 2011, 8(2): 374–378. (Link), (pdf)
(13) Song Shalei, Gong Wei*, Zhu Bo, Huang Xin. Wavelength selection and spectral discrimination for paddy rice, with laboratory measurements of hyperspectral leaf reflectance. ISPRS Journal of Photogrammetry and Remote Sensing, 2011, 66(5): 672-682. (Link), (pdf)
-----2010-----
(12) Huang Xin*, Zhang Liangpei. Comparison of vector stacking, multi-SVMs fuzzy output, and multi-SVMs voting methods for multiscale VHR urban mapping. IEEE Geoscience and Remote Sensing Letters, 2010, 7(2): 262–266. (Link), (pdf)
(11) Zhang Liangpei, Huang Xin*. Object-oriented subspace analysis for airborne hyperspectral remote sensing imagery. Neurocomputing, 2010, 73(4-6): 927–936. (Link), (pdf)
(10) Wang Zhongwu*, Liu Shunxi, You Shucheng, Huang Xin. Simulation of low-resolution panchromatic images by multivariate linear regression for pan-sharpening Ikonos imageries. IEEE Geoscience and Remote Sensing Letters, 2010, 7(3): 515–519. (Link), (pdf)
-----2009-----
(9) Huang Xin*, Zhang Liangpei, and Wang Le. Evaluation of morphological texture features for mangrove forest mapping and species discrimination using multispectral IKONOS imagery. IEEE Geoscience and Remote Sensing Letters, 2009, 6(3): 393–397. (Link), (pdf)
(8) Huang Xin*, Zhang Liangpei. A comparative study of spatial approaches for urban mapping using hyperspectral ROSIS images over Pavia city, northern of Italy. International Journal of Remote Sensing, 2009, 30(12): 3205–3221. (Link), (pdf)
(7) Huang Xin*, Zhang Liangpei. Road centreline extraction from high resolution imagery d on multiscale structural features and support vector machines. International Journal of Remote Sensing, 2009, 30(8): 1977–1987. (Link), (pdf)
-----2008-----
(6) Huang Xin, Zhang Liangpei*. An adaptive mean-shift analysis approach for extraction and classification from urban hyperspectral imagery. IEEE Transactions on Geoscience and Remote Sensing, 2008, 46(12): 4173–4185. (Link), (pdf)
(5) Huang Xin, Zhang Liangpei*, Li Pingxiang. A multiscale feature fusion approach for classification of very high resolution satellite imagery based on wavelet transform. International Journal of Remote Sensing, 2008, 29(20): 5923–5941. (Link), (pdf)
(4) Huang Xin, Zhang Liangpei*, Li Pingxiang. Classification of very high spatial resolution imagery based on the fusion of edge and multispectral information. Photogrammetric Engineering and Remote Sensing, 2008, 74(12): 1585–1596. (Link), (pdf)
-----2007-----
(3) Huang Xin, Zhang Liangpei*, Li Pingxiang. An adaptive multiscale information fusion approach for feature extraction and classification of IKONOS multispectral imagery over urban areas. IEEE Geoscience and Remote Sensing Letters, 2007, 4(4): 654–658. (Link), (pdf)
(2) Huang Xin, Zhang Liangpei*, Li Pingxiang. Classification and extraction of spatial features in urban areas using high resolution multispectral imagery. IEEE Geoscience and Remote Sensing Letters, 2007, 4(2): 260–264. (Link), (pdf)
-----2006-----
(1) Zhang Liangpei*, Huang Xin, Huang Bo, Li Pingxiang. A pixel shape index coupled with spectral information for the classification of high spatial resolution remotely sensed imagery. IEEE Transactions on Geoscience and Remote Sensing, 2006, 44(10): 2950–2961. (Link), (pdf)
-----中文论文-----
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[12] 张倩, 黄昕, 张良培. 高分辨率遥感影像的全变分分割模型[J]. 测绘科学, 2012,37(05): 81-83.
[11] 张乐飞, 黄昕, 张良培. 高分辨率遥感影像的支持张量机分类方法[J]. 武汉大学学报(信息科学版), 2012,37(03): 314-317.
[10] 张倩, 黄昕, 张良培. 多尺度同质区域提取的高分辨率遥感影像分类研究[J]. 武汉大学学报(信息科学版), 2011,36(01): 117-121.
[9] 黄昕, 李平湘, 张良培. 基于多层形状特征提取与融合的城市高光谱影像解译[J]. 测绘科学, 2009,34(06): 62-64.
[8] 张良培, 黄昕. 遥感影像信息处理技术的研究进展(英文)[J]. 遥感学报, 2009,13(04): 559-569.
[7] 黄昕, 张良培. 基于光谱变换与融合的IKONOS多光谱影像分类[J]. 武汉大学学报(信息科学版), 2007(06): 502-505.
[6] 黄昕, 张良培, 李平湘. 融合形状和光谱的高空间分辨率遥感影像分类[J]. 遥感学报, 2007(02): 193-200.
[5] 黄昕, 张良培, 李平湘. 基于多尺度特征融合和支持向量机的高分辨率遥感影像分类[J]. 遥感学报, 2007(01): 48-54.
[4] 黄昕, 张良培, 邵振锋等. 基于独立分量分析的纹理特征维数减少[J]. 武汉大学学报(信息科学版), 2006(12): 1055-1058.
[3] 黄昕, 张良培, 李平湘. 高空间分辨率遥感图像分类的SSMC方法[J]. 中国图象图形学报, 2006(04): 529-534.
[2] 黄昕, 张良培, 李平湘. 基于小波的高分辨率遥感影像纹理分类方法研究[J]. 武汉大学学报(信息科学版), 2006(01): 66-69.
[1] 黄昕, 张良培, 李翠琳. 基于小波变换的影像纹理特征提取试验[J]. 测绘信息与工程, 2005(06): 7-9.

Awards

  • 2019, First Prize, Ministry of Education Technological Invention Award, China.
  • 2018, John I. Davidson President’s Award for the best application paper, American Society of Photogrammetry and Remote Sensing (ASPRS).
  • 2018, First Prize, National surveying and Mapping Science and Technology Progress Award.
  • 2016, First Prize, Award of Natural Science in Hubei Province.
  • 2014, Winner, IEEE GRSS Data Fusion Contest.
  • 2012, National Excellent Doctoral Dissertation of China.
  • 2012, Best Reviewer Award for the IEEE Geoscience and Remote Sensing Letters (IEEE GRSL)
  • 2011, First Prize, Award of Natural Science in Hubei Province.
  • 2010, Boeing Award for the best paper in image analysis and interpretation, American Society of Photogrammetry and Remote Sensing (ASPRS).

Funding

  • National Natural Science Foundation of China. 3D urban scene understanding and dynamic monitoring on the basis of multi-view satellite. (PI)
  • National Natural Science Foundation of China. Multi-source deep fusion of high-resolution night-time lights and optical images and classification of Urban Function Zones. (PI)
  • Shenzhen Science and Technology Plan.Deep learning based remote sensing monitoring for the dynamic of Shenzhen ecosystem services. (PI)
  • Shenzhen Science and Technology Plan.Dynamic monitoring and analysis of soil in Shenzhen urban area based on hyperspectral-spatial resolution remote sensing. (PI)
  • Changjiang Water Resources Commission.Ecological health assessment of the riparian in the Chishui River Basin. (PI)
  • Changjiang Water Resources Commission.Remote sensing investigation and analysis of the dynamic changes of wetland resources in east Dongting lake. (PI)
  • Changjiang Water Resources Commission.Producing high-resolution remote sensing image mosaic data product of Dongting Lake. (PI)
  • Natural Science Foundation of Hubei Province of China -- Distinguished Young Scholars.Urban remote sensing intelligent information extraction and 3D dynamic monitoring based on Multi-view satellite. (PI)
  • National Key Research and Development Program of China.Typical terrian feature extraction by domestic remote sensing satellites. (Key Member)
  • National Natural Science Foundation of China for Excellent Young Scholars. High-resolution urban remote sensing: Information processing and application. (PI)
  • National Natural Science Foundation of China.Multi-feature sparse representation and intelligent understanding for high-resolution remote sensing imagery. (PI)
  • National Natural Science Foundation of China.Pixel-structure-object multilayer feature classification model of new hyperspectral remote sensing image.(PI)
  • Monitoring of Geographical Conditions.High-resolution image processing plug-in. (Key Member)
  • National Natural Science Foundation of China (Key Program).Geometric fine processing, feature extraction and intelligent classification for multi-source high-resolution satellite imagery. (Key Member)
  • Joint Research program of NSFC-ANR.Multi-scale remote sensing image information extraction. (Key Member)
  • National Natural Science Foundation of China. Development trend and coping strategy of remote sensing science and technology. (Key Member)
  • National Program on Key Basic Research Project (973 Program). The theory and method of air-space-earth ground observation sensor network. (Key Member)
  • National Program on Key Basic Research Project (973 Program). Full spectral multi-source remote sensing information extraction. (Key Member)