李家藝，博士，武漢大學遙感信息工程學院副教授。
基本介紹
- 中文名：李家藝
- 學位/學歷：博士
- 職業：教師
- 專業方向：機器學習與模式識別
- 任職院校：武漢大學遙感信息工程學院
- 職稱：副教授
個人經歷,研究方向,學術成果,
個人經歷
2019.07 – 至今, 副教授，武漢大學
· 2016.07 – 2019.06, 特聘副研究員，武漢大學
研究方向
主要從事機器學習與模式識別，城市遙感影像處理與套用研究研究
學術成果
SCI 論文
2019
(31) Jiayi Li, Yuan Gao, Xin Huang*, 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, Volume 704, 20, 2020, 135458 (2018 IF : 5.589，2區TOP)
(30) Xin Huang, Jiayi Li, Francesca Bovolo, Qi Wang. Special Section Guest Editorial: Change Detection Using Multi-Source Remotely Sensed Imagery. Remote Sensing 11 (19), 2216(2018 IF : 4.118，2區)
(29) Jiayi Li, Xin Huang*, Jianya Gong, Deep neural network for remote sensing image interpretation: status and perspectives, National science review, 2019, doi: 10.1093/nsr/nwz058.(2018 IF : 13.222，1區TOP)
(28) Xin Huang, Yafang Cai, Jiayi Li*, Evidence of the mitigated urban particulate matter island (UPI) effect in China during 2000–2015, Science of The Total Environment, 2019, 660, 1327-1337. (2018 IF : 5.589，2區TOP)
(27) Weixuan Ma, Youchuan Wan, Jiayi Li*, Sa Zhu, Mingwei Wang, An Automatic Morphological Attribute Building Extraction Approach for Satellite High Spatial Resolution Imagery, Remote Sensing, 11(3), 337, 2019. (2018 IF : 4.118, 2區)
(26) Jiayi Li, Xin Huang*, Ting Hu,Xiuping Jia, and Jón Atli Benediktsson, A Novel Unsupervised Sample Collection Method for Urban Land-Cover Mapping Using Landsat Imagery, IEEE Transactions on Geoscience and Remote Sensing, 2019. (2018 IF : 5.630 2區TOP)
(25) Jiayi Li, and Xin Huang*, Ground-level ozone concentration and landscape patterns in China's urban areas, Photogrammetric Engineering & Remote Sensing, Feb. (accepted) 2019. (2018 IF : 1.367，3區)
2018
(24) Cong Xie, and Xin Huang*, Jiayi Li, Assessing China's Lake Changes and Associated Driving Forces During 1985–2015, Photogrammetric Engineering & Remote Sensing, 84 (10), 657-666, 2018. (2018 IF : 1.367，3區)
(23) Jiayi Li, and Xin Huang*, Impact of land-cover layout on particulate matter 2.5 in urban areas of China, International Journal of Digital Earth, 2018. (2018 IF : 3.985, 3區)
(22) Kun Tan*, Yusha Zhang, Qian Du, Peijun Du, Xiao Jin, Jiayi Li Change Detection based on Stacked Generalization System with Segmentation Constraint, Photogrammetric Engineering & Remote Sensing, 84, 733-741. 2018. (2018 IF : 1.367，3區)
(21) Ting Hu, Xin Huang*, Jiayi Li, and Lefei Zhang, A novel co-training approach for urban land cover mapping with unclear Landsat time series imagery, Remote Sensing of Environment 217, 144-157, 2018. (2018 IF : 8.218，1區)
(20) Xin Huang, Ting Hu, Jiayi Li*, Qing Wang, Jón Atli Benediktsson, Mapping Urban Areas in China Using Multisource Data With a Novel Ensemble SVM Method, IEEE Transactions on Geoscience and Remote Sensing, 2018, 56(8): 4258–4273. (2018 IF : 5.630 TOP)
(19) Xiaopeng Han, Xin Huang*, Jiayi Li, Yansheng Li, Michael Ying Yang, Jianya Gong, The edge-preservation multi-classifier relearning framework for the classification of high-resolution remotely sensed imagery, ISPRS Journal of photogrammetry and remote sensing 138, 57-73. (2018 IF : 6.942, 1區)
2017
(18) Qiquan Yang, Xin Huang*, Jiayi Li*, Assessing the relationship between surface urban heat islands and landscape patterns across climatic zones in China, Scientific reports 7 (1), 9337, 2017. (2018 IF : 4.011, 3區)
(17) Xin Huang*, Dawei Wen, Jiayi Li, Rongjun Qin, Multi-level Monitoring of Subtle Urban Changes for the Megacities of China Using High-resolution Multi-view Satellite Imagery. Remote Sensing of Environment, 2017, 196: 56-75. (2018 IF : 8.218, 1區)
(16) Long Li, Xin Huang*, Jiayi Li*, Dawei Wen, 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 . (2018 IF : 4.118, 2區)
(15) Hui Liu, Xin Huang*, Dawei Wen, Jiayi Li, The Use of Landscape Metrics and Transfer Learning to Explore Urban Villages in China. Remote Sensing, 2017, 9(4): 365. . (2018 IF : 4.118, 2區)
(14) Tao Zhang, Xin Huang*, Dawei Wen, Jiayi Li. 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. (2018 IF : 3.392, 3區)
(13) Xin Huang*, Wenliang Yuan, Jiayi Li, Liangpei Zhang, A New Building Extraction Post-processing work for High Spatial Resolution Remote Sensing Imagery, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2017, 10(2): 654~668. (2018 IF : 3.392, 3區)
2016
(12) Xin Huang, Qingyu Li, Hui Liu*, Jiayi Li*, 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 . (2018 IF : 3.534, 3區)
(11) Bo Wu*, Yong Zhu, Xin Huang, Jiayi Li, Generalization of Spectral Fidelity with Flexible Measures for the Sparse Representation Classification of Hyperspectral Images, International Journal of Applied Earth Observation and Geoinformation, 2016, 52: 275~283. (2018 IF : 4.846, 1區)
2015
(10) Jiayi Li, Hongyan Zhang*, Min Guo, Liangpei Zhang, Huanfeng Shen, Qian Du, Urban Classification by the Fusion of Thermal Infrared Hyperspectral and Visible Data, Photogrammetric Engineering and Remote Sensing, 2015, 81(12): 901~911. (2018 IF : 1.367, 3區)
(9) Jiayi Li, Hongyan Zhang*, Liangpei Zhang, 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, 2015, 8(6): 2728~2738 . (2018 IF : 3.392, 3區)
(8) Jiayi Li, Hongyan Zhang*, Liangpei Zhang, Li Ma, Hyperspectral Anomaly Detection by the Use of Background Joint Sparse Representation, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, 8(6): 2523~2533 . (2018 IF : 3.392, 3區)
(7) Jiayi Li, Hongyan Zhang*, Liangpei Zhang, Efficient Superpixel-Level Multitask Joint Sparse Representation for Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(10): 5338~5351. (2018 IF : 5.630, 2區TOP)
2014
(6) Jiayi Li, Hongyan Zhang, Yuancheng Huang, Liangpei Zhang*, Hyperspectral Image Classification by Nonlocal Joint Collaborative Representation with a Locally Adaptive Dictionary, IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(6): 3707~3719 . (2018 IF : 5.630, 2區TOP)
(5) Jiayi Li, Hongyan Zhang, Liangpei Zhang*, Xin Huang, Zhang Lefei, Joint Collaborative Representation With Multitask Learning for Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(9): 5923~5936 . (2018 IF : 5.630, 2區TOP)
(4) Jiayi Li, Hongyan Zhang, Liangpei Zhang*, Column-generation Kernel Nonlocal Joint Collaborative Representation for Hyperspectral Image Classification, ISPRS Journal of Photogrammetry and Remote Sensing, 2014, 94: 25~36. (2018 IF : 6.942, 1區)
(3) Jiayi Li, Hongyan Zhang, Liangpei Zhang*, 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, 2014, 11(8): 1409~1413 . (2018 IF : 3.534, 3區)
(2) Min Guo, Hongyan Zhang, Jiayi Li, Liangpei Zhang*, Huanfeng Shen, An Online Coupled Dictionary Learning Approach for Remote Sensing Image Fusion, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2014, 7(4): 1284~1294. (2018 IF : 3.392, 3區)
(1) Hongyan Zhang, Jiayi Li*, Yuancheng Huang, Liangpei Zhang, A Nonlocal Weighted Joint Sparse Representation Classification Method for Hyperspectral Imagery, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2014, 7(6): 2057~2066. (2018 IF : 3.392, 3區)
EI論文
2019
(12) Ting Hu, Xin Huang, Jiayi Li, Jón Atli Benediktsson, Jiansi Yang, Jianya Gong. A semi-supervised approach towards land cover mapping with Sentinel-2 dense time-series imagery. IEEE International Geoscience and Remote Sensing Symposium, Yokohama, 28 July-2 August, 2019.
2018
(11) Huijun Chen, Xin Huang, Chun Liu, Jiayi Li, Jianya Gong, 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.
(10) Mingming Xu, Yuxiang Zhang, Jie Li, Jiayi Li, Dongmei Song, Yanguo Fan, Hyperspectral band selection based on endmember dissimilarity for hyperspectral unmixing. IEEE International Geoscience and Remote Sensing Symposium, Valencia, 22-27 July, 2018.
2017
(9) Dawei Wen, Hui Liu, Jiayi Li, Xin Huang, Multi-level change detection in urban areas using ZY-3 multi-temporal stereo imagery, 2017 Joint Urban Remote Sensing Event (JURSE)
(8) Xin Huang, Jiayi Li, Wenzhi Liao, Jocelyn Chanussot, Information extraction from remote sensing imagery, Geo-spatial Information Science 20 (4), 297-298, 2017
2016
(7) 張良培, 李家藝*, 高光譜圖像稀疏信息處理綜述與展望, 遙感學報, 2016, 20(5): 1993-2002
(6) Jiayi Li, Xin Huang, and Liangpei Zhang*, Semi-supervised sparse relearning representation classification for high-resolution remote sensing imagery, IEEE International Geoscience and Remote Sensing Symposium, Beijing, 10-15 July, 2016.
(5) Qian Shi, Xin Huang, Jiayi Li, and Liangpei Zhang 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
(4) Jiayi Li, Hongyan Zhang, and Liangpei Zhang*, Efficient Superpixel-oriented Multi-task Joint Sparse Representation Classification Hyperspectral Imagery, IEEE International Geoscience and Remote Sensing Symposium, Milan, 26-31 July, 2015.
2014
(3) Jiayi Li, Hongyan Zhang, and 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.
2013
(2) Jiayi Li, Hongyan Zhang*, and 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.
2012
(1) Jiayi Li, Hongyan Zhang*, Y. Huang, and Liangpei Zhang, Classification for Hyperspectral Imagery Based on Nonlocal Weighted Joint Sparsity Model, IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, Shanghai, China, 4-7 June, 2012.
四、獲得學術獎勵
(1) 李家藝（1/2），高光譜影像多模式判別式字典學習方法研究，第三屆成像光譜對地觀測學術研討會組委會，優秀學術報告獎，2015
(李家藝，張良培)
(2) Jiayi Li (1/6), IEEE GRSS data fusion contest, IEEE Geoscience and Remote Sensing Society, 3rd place, 2014
(Jiayi Li, Min Guo, Wei He, Tao Shuai, Hongyan Zhang, and Liangpei Zhang)
(3) 李家藝（1/10），高解析度城市遙感信息提取方法與套用，2018年測繪科技進步一等獎
(黃昕, 李家藝, 尹煒, 王光輝, 唐力, 王瀟, 吳波, 馬嵩, 劉宇, 裴中平)
專利 (Patent)
李家藝，張洪艷，張良培，基於聯合稀疏表達的遙感影像多尺度面向對象分類方法，2016.05.11，中國，ZL201310628634.7
獲獎 (Award)
2014, Third place, IEEE GRSS Data Fusion Contest. (IEEE數據融合大賽季軍)
2015，優秀學術報告獎，第三屆成像光譜對地觀測學術研討會
2018, 2018年測繪科技進步一等獎，排名第二
科研項目 (Funding)
1. 國家自然科學基金（青年項目），多源高解析度遙感影像的多模態判別式稀疏學習與融合分類研究，41701382，2018/01-2020/12，25萬元，在研，主持
2. 湖北省自然科學基金（面上項目），面向多源遙感影像融合解譯的判別式稀疏學習方法研究，2017CFB188，2017/01-2018/12，5萬元，在研，主持
3. 中央高校基本科研業務費專項資金項目：多源高解析度遙感影像信息深度稀疏解譯，2042017kf0005，負責人，2017.01-2018.12， 15萬
4. 國家重點研發計畫：基於國產遙感衛星的典型要素提取技術，職責：任務負責人，2016-2021, 50萬
5 中央高校基本科研業務費專項資金項目：新型高光譜複雜背景目標多任務稀疏識別技術研究，負責人，2018.01-2018.12，5萬
6. 測繪局重點實驗室開放基金：多源高解析度遙感影像深度稀疏表示信息解譯，2016LSDMIS04, 職責：負責人，2016-2018, 3萬
