杨俊俐
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杨俊俐,自北京航空航天大学宇航学院模式识别与智能系统专业获得工学博士学位,目前就职于北京邮电大学国际学院。硕博阶段以及工作以来一直从事模式识别、统计建模、遥感图像及医学图像语义分割、目标检测、医学数据分析、基于边缘计算的智能图像处理等方向的研究,在IJGI, 航空学报,ICPR,ICIP, IGARSS, ICIG, IGTA等国内外期刊和会议上发表多篇SCI及EI论文,参与完成3项遥感图像及医学图像处理方向的国家自然基金项目及多项横向委托课题。2018年参与完成中科院预研课题“基于空间有效载荷的在轨图像数据挖掘技术”。指导本科生团队获得十多项国家级及省部级竞赛奖项,包括第六届全国互联网+大学生创新创业大赛全国总决赛国际赛道银奖,入选第十三届全国大学生创新创业年会并参展,中国“华为杯”中国大学生智能设计竞赛全国一等奖等,获得2019年北京邮电大学“优秀竞赛指导教师奖”,2020年“北京移动教学创新奖”,2020年“北京邮电大学教学成果奖二等奖”。指导多项本科毕业设计并取得优异成绩,其中获得“北京邮电大学优秀本科毕业设计”2项。指导本科生一作发表EI论文16篇,指导研究生发表SCI论文1篇,EI论文4篇。
围绕图像识别领域的图像理解、图像语义分割、目标检测、遥感图像智能分析、道路提取等典型任务,主要利用机器学习特别是深度学习算法开展研究,发表以下论文:
(1) Yang Junli, Jiang Zhiguo, Hao Shuang, Zhang Haopeng. Higher Order Support Vector Random Fields for Hyperspectral Imagery Classification[J]. ISPRS Int. J. Geo-Inf. 2018, 7(1), 19; (SCI, Q3区,IF:1.723,已检索,DOI: 10.3390/ijgi7010019)
(2) Junli Yang, Yiran Jiang, Han Fang, Zhiguo Jiang, Haopeng Zhang, Shuang Hao. Semantic Segmentation of Aerial Image Using Fully Convolutional Network. 第十三届图像图形技术与应用学术会议(IGTA2018).中国,北京,2018,4.8-4.10 (EI,已检索)
(3) Yang J, Xiao P, Hao S, et al. Squeeze-FCN for Semantic Segmentation of High Resolution Remote Sensing Images on Mobile Platform[J]. Remote Sensing, 2022.(二审,SCI,Q1区,IF:3.244)
(4)Mengzhe Cheng, Junli Yang (Corresponding author), Shengyang Li, Zhenyu Wang. High-level Semantic Information Extraction of Remote Sensing Images Based on Deep Learning Image Classification. Chinese Optoelectronic Imaging and Multimedia Technology V 2018. October 11, 2018 - October 12, 2018. Beijing, China. (EI, 已检索)
(5)Beihang University, A Semantic Labeling Method for Hyperspectral Image[P]. Yang Junli, Jiang Zhiguo etc. Chinese patent: 201610058614.4, 2016-01-29.(已授权)
(6)杨俊俐,姜志国,周全,张浩鹏,史骏。“基于条件随机场的遥感图像语义标注”,航空学报 2015 (EI,已检索,DOI: 10.7527/S1000-6893.2014.0356)
(7)Zhu Q , Zheng Y , Jiang Y , Yang J(Corresponding author). Efficient Multi-Class Semantic Segmentation of High Resolution Aerial Imagery with Dilated LinkNet[C]// IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium. IEEE, 2019.(EI, 已检索)
(8)Zhao, Y. , Zhao, J. , Zhao, C. , Xiong, W. , Li, Q. , Yang, J.(Corresponding author) . (2019). Robust Real-Time Object Detection Based on Deep Learning for Very High Resolution Remote Sensing Images. IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium. IEEE.(EI, 已检索)
(9) Yang J., Hu T., Yang J.(Corresponding author), Zhang Z., Pan Y. (2019) Large Kernel Spatial Pyramid Pooling for Semantic Segmentation. In: Zhao Y., Barnes N., Chen B., Westermann R., Kong X., Lin C. (eds) Image and Graphics. ICIG 2019. Lecture Notes in Computer Science, vol 11901. Springer, Cham. https://doi.org/10.1007/978-3-030-34120-6_48(EI, 已检索)
(10) Liu Y , Yang J(Corresponding author) , Cui W . Simple, Fast, Accurate Object Detection based on Anchor-Free Method for High Resolution Remote Sensing Images[C]// IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium. IEEE, 2020.(EI, 已检索)
(11)Yansong Huang, Haocai Wei, Junli Yang(Corresponding author), Ming Wu.DAMAGED ROAD EXTRACTION BASED ON SIMULATED POST-DISASTER REMOTE SENSING IMAGES[C]// IGARSS 2021 - 2021 IEEE International Geoscience and Remote Sensing Symposium. IEEE, 2021.(EI, 已检索)
(12)Yifan Sheng, Junli Yang(Corresponding author) , Youguang Lin, Yu Lei.EFFICIENT SEMANTIC SEGMENTATION METHOD WITH STRIP POOLING FOR VHR REMOTE SENSING IMAGES [C]// IGARSS 2021 - 2021 IEEE International Geoscience and Remote Sensing Symposium. IEEE, 2021.(EI, 已检索)
(13)Yutao Deng, Junli Yang(Corresponding author) , Chenyi Liang, Yinuo Jing.SPD-LINKNET: UPGRADED D-LINKNET WITH STRIP POOLING FOR ROAD EXTRACTION[C]// IGARSS 2021 - 2021 IEEE International Geoscience and Remote Sensing Symposium. IEEE, 2021.(EI, 已检索)
(14)Yihao Zuo, Junli Yang(Corresponding author), Zihao Zhu, Ruizhe Li, Yuhan Zhou, Yutong Zheng.REAL-TIME SEMANTIC SEGMENTATION OF AERIAL VIDEOS BASED ON BILATERAL SEGMENTATION NETWORK[C]// IGARSS 2021 - 2021 IEEE International Geoscience and Remote Sensing Symposium. IEEE, 2021.(EI, 已检索)
(15)Haotian Yan, Chuang Zhang,Junli Yang,Muyan Feng, Ming Wu. DID-LINKNET: POLISHING D-BLOCK WITH DENSE CONNECTION AND ITERATIVE FUSION[C]// IGARSS 2021 - 2021 IEEE International Geoscience and Remote Sensing Symposium. IEEE, 2021.(EI, 已检索)
(16)Zhenglin Xian, Jiaying Wang, Junli Yang(Corresponding author),Bin Wang, Zideng Feng,Yifei HuangDual-Path Geometry-Aware Network for Semantic Segmentation of High-Resolution Aerial Images[C]// International Conference on Pattern Recognition,ICPR2022(EI,待检索)
(17) Yifei Huang,Zideng Feng,Junli Yang(Corresponding author), Bin Wang,Jiaying Wang,Zhenglin Xian,LE-BEIT: A LOCAL-ENHANCED SELF-SUPERVISED TRANSFORMER FOR SEMANTIC SEGMENTATION OF HIGH RESOLUTION REMOTE SENSING IMAGES[C]// The 29th IEEE International Conference on Image Processing (IEEE ICIP 2022)(EI,待检索)
(18)Zhuoxuan Li, Junli Yang(Corresponding author), Bin Wang, Yaqi Li, Ting Pan. MaskFormer with improved encoder-decoder module for Semantic Segmentation of Fine-Resolution Remote Sensing Images[C]// The 29th IEEE International Conference on Image Processing (IEEE ICIP 2022)(EI,待检索)
(19)中科院空间技术与应用中心,一种可以实现空间有效载荷的在轨图像数据挖掘装置和方法[P], 于梦溪、董文博、张建泉、杨俊俐. 中国专利: 201810542551.9,2018-05-30
(20)Mengxi Yu, Mengzhe Cheng, Jianquan Zhang, Junli Yang. On-orbit Data Mining Technology for Earth Observation Image Processing. 69TH International Astronautical Congress, Bremen, Germany, 1-5 Oct. 2018. (EI,已检索)
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[1] 北京航空航天大学  模式识别与智能系统  博士研究生毕业  博士学位