基本情况
李家艺，副教授，IEEE高级会员（Senior Member）。主要从事机器学习与模式识别、城市遥感影像处理与应用研究。获批国家级科研项目3项（负责人2项），主持湖北省自然科学基金一项，发表SCI论文50+篇，其中二区top以上30篇（一作/通讯27篇），ESI高被引3篇，在国产SCI期刊国家科学评论（影响因子17.3）、科学通报（影响因子11.8）、中国科学.地球科学版（中英文）等发表多篇论文，谷歌学术引用2000+，担任3个SCI期刊的客座编辑。
曾获IEEE IGRASS数据融合分类大赛第2名（2021），IEEE IGRASS数据融合分类大赛第三名（2014），IEEE IGARSS 学生论文竞赛final list (2014,2015两年)。
发布1972年至今逐年全球30米分辨率不透水面，是目前时序最长、时空分辨率最高的产品（被下载超过20万次）。成果获2018年测绘科技进步一等奖（排名2）, 2021 年“高校 GIS 新锐”奖、2021 年高分年会青年创新基金，成果已应用于测绘、国土、环保等多个行业。
教育经历
- 2007-2011, B.E., 中南大学
- 2011-2016, PH.D, 武汉大学
职业
- 2019.07 – 至今, 副教授, 武汉大学
- 2016.07 – 2019.06, 特聘副研究员, 武汉大学
联系方式
- 邮箱: zjjerica@whu.edu.cn, zjjerica@163.com
- 地址: 武汉大学遥感信息工程学院，珞喻路129号。
- 邮编: 430079
论文发表
---2023---
(52)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)
(51) 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)
(50) 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)
---2022---
(49) 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)
(48) 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)
(47) 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)
(46) Huang Xin, Song Yihong, Yang Jie, Wang Wenrui, Ren Huiqun, Dong Mengjie, Feng Yujin, Yin Haidan, Jiayi Li. Toward accurate mapping of 30-m time-series global impervious surface area (GISA).International Journal of Applied Earth Observation and Geoinformation, 2022, DOI:10.1016/j.jag.2022.102787.(Link),(pdf)
(45) Xu Yue, Gong Jianya, Huang Xin, Hu Xiangyun, Jiayi Li, Li Qiang, Peng Min. Luojia-HSSR: A high spatial-spectral resolution remote sensing dataset for land-cover classification with a new 3D-HRNet.Geo-spatial Information Science, 2022, DOI :10.1080/10095020.2022.2070555.(Link),(pdf)
(44) Jiayi Li, 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, DOI :10.1016/j.jag.2022.102744.(Link),(pdf)
(43) Li Zhuohong, Lu Fangxiao, Zhang Hongyan, Tu Lilin, Jiayi Li, Huang Xin, Robinson Caleb, Malkin Nikolay, Jojic Nebojsa, Ghamisi Pedram, Hansch Ronny, Yokoya Naoto. 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, DOI:10.1109/jstars.2022.3144318.(Link),(pdf)
---2021---
(42) Mei Yingying, Jiayi Li, Xiang Deping, Zhang Jingxiong. When a Generalized Linear Model Meets Bayesian Maximum Entropy: A Novel Spatiotemporal Ground-Level Ozone Concentration Retrieval Method. Remote Sensing, 2021, DOI:10.3390/rs13214324.(Link), (pdf)
(41) Huang Xin, Jiayi Li, 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)
(40) Huang Xin, Yang Junjing, Jiayi Li, 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)
(39) Wen Dawei, Huang Xin*, F Bovolo, Jiayi Li, 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)
(38) Huang Xin*, Liu Anling, Jiayi Li. 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)
---2020---
(37) Huang Xin, Cao Yinxia, Jiayi Li. 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, DOI: 10.1016/j.rse.2020.111802.(Link), (pdf)
(36) 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)
(35) 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
(34) 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
(33) Huang Xin*, Wang Yin, Li Jiayi, Chang Xiaoyu, Cao Yinxia, Xie Junfeng, 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
(32) 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, 20 February 2020, link, pdf
---2019---
(31) Huang Xin, Li Jiayi, Bovolo Francesca, Wang Qi. Special section guest editorial: change detection using multi-source remotely sensed imagery. Remote Sensing. 23 September 2019, link, pdf
(30) Li Jiayi, Huang Xin*, Gong Jianya. Deep neural network for remote sensing image interpretation: status and perspectives. National science review, 02 May 2019, link, pdf
(29) 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, 10 April 2019, link, pdf
(28) Ma Weixuan, Wan Youchuan, Li Jiayi*, Zhu Sa, Wang Mingwei. An automatic morphological attribute building extraction approach for satellite high spatial resolution imagery. Remote Sensing, 06 February 2019, link, pdf
(27) 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, 27 February 2019, link, pdf
(26) Li Jiayi, Huang Xin*. Ground-level ozone concentration and landscape patterns in China’s urban areas. Photogrammetric Engineering and Remote Sensing, 01 February 2019, link, pdf
---2018---
(25) Xie Cong, Huang Xin*, Li Jiayi. Assessing China’s lake changes and associated driving forces during 1985–2015. Photogrammetric Engineering and Remote Sensing, 01 October 2018, link, pdf
(24) Li Jiayi, Huang Xin*. Impact of land-cover layout on particulate matter 2.5 in urban areas of China. International Journal of Digital Earth, 15 October 2018, link, pdf
(23) Tan Kun *, Zhang Yusha, Du Qian, Du Peijun, Jin Xiao, Li Jiayi. Change Detection based on Stacked Generalization System with Segmentation Constraint, Photogrammetric Engineering & Remote Sensing. November 2018 , link, pdf
(22) 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, November 2018, link, pdf
(21) Huang Xin, Hu Ting, Li Jiayi *, Wang Qing, Jón Atli Benediktsson. Mapping Urban Areas in China Using Multisource Data With a Novel Ensemble SVM Method, IEEE Transactions on Geoscience and Remote Sensing. August 2018 , link, pdf
(20) Han Xiaopeng, Huang Xin*, Li Jiayi, Li Yansheng, Michael Yang 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, April 2018, link, pdf
---2017---
(19) Huang Xin, Jiayi Li, Liao Wenzhi, Chanussot Jocelyn. Information extraction from remote sensing imagery.Geo-spatial Information Science, 2017, DOI :10.1080/10095020.2017.1404273.(Link), (pdf)
(18) Yang Qiquan, Huang Xin*, Li Jiayi*. Assessing the relationship between surface urban heat islands and landscape patterns across climatic zones in China. Scientific Reports, 24 August 2017, link, pdf
(17) 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, July 2017, link, pdf
(16) 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, 27 May 2017, link, pdf
(15) Liu Hui, Huang Xin*, Wen Dawei, Li Jiayi. The use of landscape metrics and transfer learning to explore urban villages in China. Remote Sensing, 13 April 2017, link, pdf
(14) 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, 06 March 2017, link, pdf
(13) Huang Xin*, Yuan Wenliang, Li Jiayi, and 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, 25 July 2016, link, pdf
---2016---
(12) 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, 20 October 2016, link, pdf
(11) 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, October 2016, link, pdf
---2015---
(10) Li Jiayi, Zhang Hongyan*, Guo Min, Zhang Liangpei, Shen Huanfeng, Du Qian. Urban classification by the fusion of thermal infrared hyperspectral and visible data. Photogrammetric Engineering and Remote Sensing. December2015, link, pdf
(9) Li Jiayi, Zhang Hongyan*, Zhang Liangpei. A nonlinear multiple feature learning classifier for hyperspectral images with limited training samples. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 16 March 2015, link, pdf
(8) Li Jiayi, Zhang Hongyan*, Zhang Liangpei, Ma Li. Hyperspectral anomaly detection by the use of background joint sparse representation. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 08 June 2015, link, pdf
(7) Li Jiayi, Zhang Hongyan*, Zhang Liangpei. Efficient superpixel-level multitask joint sparse representation for hyperspectral image classification. IEEE Transactions on Geoscience and Remote Sensing. 29 April 2015, link, pdf
---2014---
(6) Li Jiayi, Zhang Hongyan, Huang Yuancheng, Zhang Liangpei*. Hyperspectral image classification by nonlocal joint collaborative representation with a locally adaptive dictionary. IEEE Transactions on Geoscience and Remote Sensing, June 2014, link, pdf
(5) Li Jiayi, Zhang Hongyan, Zhang Liangpei, Huang Xin, and Zhang Lefei. Joint collaborative representation with multitask learning for hyperspectral image classification. IEEE Transactions on Geoscience and Remote Sensing. September 2014, link, pdf
(4) Li Jiayi, Zhang Hongyan, Zhang Liangpei*. Column-generation kernel nonlocal joint collaborative representation for hyperspectral image classification. ISPRS Journal of Photogrammetry and Remote Sensing. August 2014, link, pdf
(3) Li Jiayi, Zhang Hongyan, Zhang Liangpei*. Supervised segmentation of very high resolution images by the use of extended morphological attribute profiles and a sparse transform. IEEE Geoscience and Remote Sensing Letters. August 2014, link, pdf
(2) Guo Min, Zhang Hongyan, Li Jiayi, Zhang Liangpei*, Shen Huanfeng. An online coupled dictionary learning approach for remote sensing image fusion. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 04 April 2014 , link, pdf
(1) Zhang Hongyan, Li Jiayi*, Huang Yuancheng, Zhang Liangpei. A nonlocal weighted joint sparse representation classification method for hyperspectral imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, June 2014 , link, pdf
---EI paper---
---2021---
(13) 黄昕，李家艺，杨杰，张震，李冬瑞，刘小平. Landsat卫星观测下的30米全球不透水面年度动态与城市扩张模式(1972到2019). 中国科学(地球科学)，2021. (出版中)
---2019---
(12) Hu Ting, Huang Xin, Li Jiayi, Jón Atli Benediktsson, Yang Jiansi, Gong Jianya. A semi-supervised approach towards land cover mapping with Sentinel-2 desnse time-series imagery. IEEE International Geoscience and Remote Sensing Symposium, Yokohama. 28 July-2 August, 2019 , link, pdf
---2018---
(11) Chen Huijun, Huang Xin, Liu Chun, Li Jiayi, Gong Jianya. A Novel building detection method using ZY-3 multi-angle imagery over urban areas. IEEE International Geoscience and Remote Sensing Symposium, Valencia. 22-27 July, 2018 , link, pdf
(10) Xu Mingming, Zhang Yuxiang, Li Jie, Li Jiayi, Song Dongmei, Fan Yanguo. Hyperspectral band selection based on endmember dissimilarity for hyperspectral unmixing. IEEE International Geoscience and Remote Sensing Symposium, Valencia, 22-27 July, 2018. , link, pdf
---2017---
(9) Wen Dawei, Liu Hui, Li Jiayi, Huang Xin. Multi-level change detection in urban areas using ZY-3 multi-temporal stereo imagery. 2017 Joint Urban Remote Sensing Event (JURSE) , link, pdf
(8) Huang Xin, Li Jiayi, Liao Wenzhi, Chanussot Jocelyn. Information extraction from remote sensing imagery. Geo-spatial Information Science 20 (4), 297-298, 2017, link, pdf
---2016---
(6) Li Jiayi, Huang Xin, Zhang Liangpei *. Semi-supervised sparse relearning representation classification for high-resolution remote sensing imagery. IEEE International Geoscience and Remote Sensing Symposium, Beijing, 10-15 July, 2016. , link, pdf
(5) Shi Qian, Huang Xin, Li Jiayi, Zhang Liangpei. Active learning approach for remote sensing imagery classification using spatial information. IEEE International Geoscience and Remote Sensing Symposium, Beijing, 10-15 July, 2016, 1520-1523, link, pdf
(4) Li Jiayi, Zhang Hongyan, Zhang Liangpei*. Efficient Superpixel-oriented Multi-task Joint Sparse Representation Classification Hyperspectral Imagery. IEEE International Geoscience and Remote Sensing Symposium, Milan, 26-31 July, 2015 , link, pdf
---2014---
(3) Li Jiayi, Zhang Hongyan, Liangpei Zhang*. Background joint sparse representation for hyperspectral image sub-pixel anomaly detection. IEEE International Geoscience and Remote Sensing Symposium, Quebec, 13-18 July, 2014 , link, pdf
---2013---
(2) Li Jiayi, Zhang Hongyan*, Liangpei Zhang. A nonlinear regression classification algorithm with small sample set for hyperspectral image. IEEE International Geoscience and Remote Sensing Symposium, Melbourne, 21-26 July, 2013 , link, pdf
---2012---
获奖
- 2014, Third place, IEEE GRSS Data Fusion Contest. (IEEE数据融合大赛季军)
- 2015，优秀学术报告奖，第三届成像光谱对地观测学术研讨会
- 2018, 2018年测绘科技进步一等奖，排名第二
科研项目
- 国家自然科学基金（面上项目），面向大规模城市功能区监测的众源地理-遥感语义信息自动挖掘方法研究, 2021.01—2024.12, 负责人
- 国家自然科学基金（青年项目），多源高分辨率遥感影像的多模态判别式稀疏学习与融合分类研究，2018/01-2020/12，在研，主持
- 湖北省自然科学基金（面上项目），面向多源遥感影像融合解译的判别式稀疏学习方法研究，2017/01-2018/12，在研，主持
- 中央高校基本科研业务费专项资金项目：多源高分辨率遥感影像信息深度稀疏解译，负责人，2017.01-2018.12.
- 国家重点研发计划：基于国产遥感卫星的典型要素提取技术，任务负责人.
- 中央高校基本科研业务费专项资金项目：新型高光谱复杂背景目标多任务稀疏识别技术研究，负责人，2018.01-2018.12.
- 测绘局重点实验室开放基金：多源高分辨率遥感影像深度稀疏表示信息解译，负责人，2016-2018.