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个人简介

邱崧,硕士生导师,华东师范大学硕博连读,毕业后在华东师范大学信息科学技术学院通信工程系任教,上海市多维度信息处理实验室、上海市软硬件协同设计技术与应用教育部工程研究中心研究成员。于16-17年至美国Texas A&M University,Department of Electrical and Computer Engineering访学(2022年USNEWS全美工程学院排名第11位)。曾获上海市科技进步一等奖,工博会高校展区一等奖,工博会银奖,中国物流与采购联合会科技进步二等奖等奖项。获十余次各类竞赛优秀指导教师,指导学生获研究生电子设计竞赛全国一等奖,大学生计算机设计大赛全国一等奖,研究生电子设计竞赛华为嵌入式专项“亚军”等奖项。承担多个省部级科研项目及其子课题,并与中国移动、光峰科技和华为集团等企业进行长期校企项目合作,先后发表论文60篇,专利/软著授权30余项。研究方向包括基于机器视觉的人工智能系统设计,物联网数字孪生系统设计,基于视觉的激光显示光学性能测试方法。欢迎各位在深度学习与人工智能方向有兴趣的研究生报考加入本实验室的研究团队。 教育经历 华东师范大学,信息科学技术学院通信工程系,硕博连读 华东师范大学,电子信息科学与技术系,学士 工作经历 2019–至今,华东师范大学,通信与电子工程学院 2016-2017,Texas A&M University,Department of Electrical and Computer Engineering 2008–2018,华东师范大学,信息科学技术学院 社会兼职 上海市增材制造标准化技术委员会委员,Member of IEEE,中国图象图形学会会员,中国电子学会会员,上海市系统仿真学会会员 荣誉及奖励 本人获奖: 上海市科技进步一等奖,2019 中国物流与采购联合会科技进步二等奖, 2018 第18届工博会银奖,2016 第16届工博会高校展区一等奖,2014 PRICAI 最佳论文奖提名,(432篇中提名5篇, 前1.2%),2022 CISP-BMEI 最佳论文奖,(前0.31%),2021 第九届互联网+大学生创新创业大赛上海赛区-优秀指导教师,2023 2023TI杯全国大学生电子设计竞赛优秀指导教师,2023 第十三届蓝桥杯全国软件和信息技术专业人才大赛优秀指导教师,2022 第十二届蓝桥杯全国软件和信息技术专业人才大赛优秀指导教师,2021 第十四届中国大学生计算机设计大赛优秀指导教师,2021 2021TI杯全国大学生电子设计竞赛优秀指导教师,2020 第十一届蓝桥杯全国软件和信息技术专业人才大赛优秀指导教师,2020 2020TI杯上海市大学生电子设计竞赛优秀指导教师,2020 2019TI杯全国大学生电子设计竞赛优秀指导教师,2019 2018TI杯上海市大学生电子设计竞赛优秀指导教师,2018 2012全国电子专业人才设计与技能大赛优秀指导教师,2012 2011全国电子专业人才设计与技能大赛优秀指导教师,2011 2011全国大学生电子设计竞赛TI杯优秀指导教师,2011 2010全国电子专业人才设计与技能大赛优秀指导教师,2010 2009全国电子专业人才设计与技能大赛优秀指导教师,2009 近年指导学生竞赛: 2023 第九届中国国际“互联网 +”大学生创新创业大赛上海赛区银奖 2023 全国大学生电子设计竞赛 上海市“一等奖”,全国“二等奖” 2022“华为杯”第十七届中国研究生电子设计竞赛 上海市“一等奖”,全国“三等奖” 2021 中国大学生计算机设计大赛 全国“一等奖” 2019“华为杯”第十四届中国研究生电子设计竞赛 全国 “一等奖” 2020“华为杯”第十五届中国研究生电子设计竞赛 华为嵌入专项“亚军”,全国“二等奖” 2020“华为杯”第十五届中国研究生电子设计竞赛 两个参赛队 上海赛区“一等奖” 2020 中国大学生计算机设计大赛 全国“二等奖” 2019“华为杯”第十六届中国研究生数学建模竞赛 全国“二等奖” 2018“华为杯”第十五届中国研究生数学建模竞赛 全国“二等奖”

研究领域

本实验室致力于深度学习与人工智能技术的研究与应用,包括计算机视觉和物联网数字孪生等应用方向: 1,物联网、智慧交通、智能物流、数字孪生等智慧城市关键技术研究。 同复旦大学,中科院上海微系统所等单位合作进行国家重点研发项目“物联网与智慧城市关键技术与示范”的研究以及城市车联网交通数字孪生系统的开发与应用。(国家重点研发计划“物联网与智慧城市关键技术与示范”) 2,基于深度卷积神经网络的图像处理算法研究,如基于卷积神经网络的医学图像目标检测,基于卷积神经网络的高光谱图像癌细胞分割方法等。基于深度学习的人工智能视觉系统开发,如基于深度学习的无人机目标识别感知系统、自动驾驶恶劣天气视频增强系统等。 3,基于视觉的激光显示光学性能测试方法研究(2023国家NQI计划“超高清大色域激光显示计量与测评技术标准及应用研究”)。

近期论文

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Yuejun Jiao, Song Qiu*, Li Sun, Dingding Han, Qingli Li and Mingsong Chen. DSA-SCGC: Dual Self-Attention Mechanisms based on Space-Channel Grouped Compression for Vehicle Re-Identification, 2024 International Joint Conference on Neural Networks,Yokohama, Japan, 2024. (accepted) Zhen Cheng, Song Qiu*, Li Sun, Dingding Han, Qingli Li and Mingsong Chen. Spatial–Temporal Traffic Prediction Model Based on Adaptive Graphs Fusion and Dual-Graph Collaborative Convolution, 2024 International Joint Conference on Neural Networks, Yokohama, Japan, 2024. (accepted) Yuejun Jiao, Song Qiu*, Li Sun, Dingding Han, Qingli Li and Mingsong Chen,Masked Graph Structure and Muti-scale Attention-based Graph Network for Vehicle Re-Identification, Neural Networks, 2024. (submitted) Mingshuai Li, Zhiqiu Hu, Song Qiu*, Chenhao Zhou, Jialei Weng, Qiongzhu Dong, Xia Sheng, Ning Ren and Mei Zhou, Dual-branch hybrid encoding embedded network for histopathology image classification, Physics in Medicine and Biology, Vol. 68, No. 19, 2023. Yuejun Jiao, Song Qiu*, Mingsong Chen, Dingding Han, Qingli Li and Yue Lu, DSAM-GN:Graph Network based on Dynamic Similarity Adjacency Matrices for Vehicle Re-identification, 2023 Pacific Rim International Conference on Artificial Intelligence, Jakarta, Indonesia, 2023. Weijun Ma, Song Qiu, et al. Detecting Depression Tendency Based on Deep Learning and Multi-Sources Data, Biomedical Signal Processing and Control, Vol. 86, Part C, September 2023, 105226(Best Paper Award: International Research Awards on Social Media and Digital Marketing) Jinhua Zhang, Song Qiu*, et al. Hepatocellular Carcinoma Histopathological Images Grading with a Novel Attention-sharing Hybrid Network based on Multi-feature Fusion, Biomedical Signal Processing and Control, Vol. 86, Part A, September 2023, 105126. Zhuang Liu, Song Qiu*,et al. CCH-YOLOX: Improved YOLOX for Challenging Vehicle Detection from UAV Images, 2023 International Joint Conference on Neural Networks, 06.18-22.2023, Gold Coast, Australian. Kaijie Dai, Zehao Zhou, Song Qiu*,et al.A Generative Data Augmentation Trained by Low-Quality Annotations for Cholangiocarcinoma Hyperspectral Image Segmentation, 2023 International Joint Conference on Neural Networks, 06.18-22.2023, Gold Coast, Australian. Renjie Xu, Rui Liu, Yunjia peng, Dabo Guo, Weisheng Wang*, Song Qiu*. Dynamic Measuring Method of Speckle Contrast, 2023 International Conference on Display Technology, 2023, Nanjing, China. Shuo Xie, Yingjie Ma, Wei Xu, Song Qiu, Yifei Sun, Semi-Supervised Learning for Low-Light Image Enhancement by Pseudo Low-Light Image, 2023 16th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI) , 2023, Yun Boxiang, Lei Baiying, Chen Jieneng, Wang Huiyu, Qiu Song, Shen Wei, Li Qingli, Wang Yan, SpecTr: Spectral Transformer for Microscopic Hyperspectral Pathology Image Segmentation, IEEE Transactions on Circuits and Systems for Video Technology, 2023,3326196. Tiantian Qi,Song Qiu *,Li Sun, et al. A Vehicle Re-ID Algorithm Based on Channel Correlation Self-attention and Lstm Local Information Loss, Pacific Rim International Conference on Artificial Intelligence. Springer, Shanghai, 2022: 488-500. (Best Paper Award Nomination: 5 out of 432 submissions, 1.2%) Song Qiu,Wei Xu,Li Sun, Gaojie Zhai,Xinyuan Chen,Qingli Li, Bijective Multi-mode Deraining on Single Image, Proceedings of the 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI 2021) (Best Paper Award) Zehao Zhou,Song Qiu*,Yan Wang,Mei Zhou,Xinyuan Chen,Menghan Hu,Qingli Li,Yue Lu, Swin-Spectral Transformer for Cholangiocarcinoma Hyperspectral Image Segmentation, Proceedings of the 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI 2021) Zhengzhuang Yang, Mingyue Xu, Kaidi Zhao, Chao Yang, Huiyu Zhi, Xihou Zhang, Zhuoran Chen, Song Qiu*, Dingding Han*, Distributed Data-Driven Engine Framework Facing CPS Brain-Inspired Intelligent Transportation. The 19th IEEE International Conference on Smart City 2021. Qing Zhang,Yan Wang,Song Qiu,Jiangang Chen,Li Sun,Qingli Li, 3D-PulCNN Pulmonary Cancer Classification from Hyperspectral Images Using Convolution Combination Unit Based CNN, Journal of Biophotonics.2021 Yuefei Qu, Ji Zhou, Song Qiu*, Wei Xu, Qingli Li, Recursive Video Denoising Algorithm for Low Light Surveillance Applications Proceedings of the 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI 2021) Haoming Guo,Wei Xu, Song Qiu*, Unsupervised low-light Image Enhancement with Quality-Task-Perception Loss, 2021 International Joint Conference on Neural Networks (IJCNN),vol.1,9533309 Zhuocheng Qiao,Wei Xu,Li Sun,Song Qiu and Haoming Guo, Deep Semi-Supervised Learning for Low-Light Image Enhancement, Proceedings of the 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI 2021) Wei Xu, Song Qiu*, Kunyao Huang, Wei Liu, Junzhe Zuo, Haoming Guo, Image deraining with Adversarial Residual Refinement Network. Journal of Visual Communication and Image Representation, 2021,77:103133 Wei Xu, Wei Liu, Haoyuan Chi, Song Qiu*, Yu Jin, Self-paced learning with privileged information,Neurocomputing,2019,362,pp147-155 Li Sun,Song Qiu, Qingli Li, Hongying Liu, Mei Zhou, Age Estimation via Pose-Invariant 3D Face Alignment Feature in 3 Streams of CNN, Pacific-Rim Conference on Multimedia(PCM), Hefei, P.R. China, 2018.09.21-09.22 Li Sun, Song Qiu, Hongying Liu, Mei Zhou, Qingli Li, Facial Age Estimation through Self-paced Learning,Visual Communications and Image Processing (VCIP), St. Petersburg, USA,2017.12.10-12.13 Song Qiu, Mao Han, Hongying Liu, Design of IC Data Management System Using Data Mining, 2015 National Conference on Information Technology and Computer Science, Shanghai, P.R. China, 2015.03.21-03.22 Song Qiu, Waiyun Li, Zhengqi Zheng, Chenyi Huang, The Application of Beidou Satellite Communication System in Smart Container Tracking Device, 2015 National Conference on Information Technology and Computer Science, Shanghai, P.R. China, 2015.03.21-03.22 Song Qiu, Qingli Li, Li Sun, Wen Chen, Zhengqi Zheng, Design and Implement of Container Logistic Management System Based on Beidou, Proceedings of 2014 Global High Tech Congress on Electronics, Shenzhen, P.R. China, 2014.11.17-11.19 Jing Song; Menghan Hu; Jiansheng Wang; Mei Zhou; Li Sun; Song Qiu; Qingli Li; Zhen Sun; Yiting Wang; ALK positive lung cancer identification and targeted drugs evaluation using microscopic hyperspectral imaging technique, Infrared Physics & Technology, 2019, 96: 267-275. Wei Xu, Wei Liu, Xiaolin Huang, JieYang*,Song Qiu*,Multi-Modal Self-Paced Learning for Image Classification, Neurocomputing,2018, 309:134-144 Kaixuan Zhang, Yang Xu, Li Sun, Song Qiu, Qingli Li, Person Re-id by Incorporating PCA Loss in CNN, International Conference on Multimedia Modeling (MMM), Bangkok, Thailand, 2018.02.05-02.07 Qian Wang; Qingli Li*; Mei Zhou; Li Sun; Song Qiu; Yiting Wang; Melanoma and Melanocyte Identification from Hyperspectral Pathology Images Using Object-Based Multiscale Analysis, Applied Spectroscopy, 2018, 72(10): 1538-1547. Xi Liu, Mei Zhou, Song Qiu, Li Sun, Hongying Liu, Qingli Li, Yiting Wang, Adaptive and Automatic Red Blood Cell Counting Method Based on Microscopic Hyperspectral Imaging Technology, Journal of Optics, 2017, 19 (12): 124014 Wanxia Shen, Li Sun, Song Qiu, Qingli Li, Age Estimation by Refining Label Distribution in Deep CNN, 12th Chinese Conference on Biometric Recognition, Shenzhen,P.R. China, 2017.10.28-10.29 Li Sun, Kai Qu, Shanshan Xu, Song Qiu, Visual Tracking by the Combination of Global Detector and Local Image Patch Matching, 2016 IEEE International Conference on Image Processing (ICIP), Phoenix, USA, 2016.09.25-09.28 Xueqi Hu; Jiahua Ou; Mei Zhou; Menghan Hu; Li Sun; Song Qiu; Qingli Li; Junhao Chu; Spatial-spectral identification of abnormal leukocytes based on microscopic hyperspectral imaging technology, Journal of Innovative Optical Health Sciences, 2020, 13(2): 2050005. Yifan Duan; Jiansheng Wang; Menghan Hu; Mei Zhou; Qingli Li; Li Sun; Song Qiu; Yiting Wang; Leukocyte classification based on spatial and spectral features of microscopic hyperspectral images, Optics and Laser Technology, 2019, 112: 530-538. Qing Zhang; Mei Zhou; Qingli Li; Li Sun; Menghan Hu; Song Qiu; GF5-Based Water Quality Monitoring of East Dongting Lake, 11th International Symposium on Digital Earth, ISDE 2019 JianSheng Wang; Mei Zhou; Qingli Li; Li Sun; Song Qiu; An Automatic Liver Fibrosis Qualitative Analysis Method Based on Hyperspectral Images, 10th International Conference on Digital Image Processing (ICDIP), 2018 Chen Yuan; Mei Zhou; Li Sun; Song Qiu; Qingli Li; A Multi-Dimensional Hyperspectral Image Mosaic Method and Its Acquisition System, 11th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI), Beijing, China, 2018 Qinming Zhang; Xiyue Hou; Mei Zhou; Song Qiu; Li Sun; Hongying Liu; Qingli Li; Yiting Wang; SAM filter based convolution neural network alogrithm for Leukocyte classification, 2nd International Conference on Biomedical Signal and Image Processing, ICBIP 2017, Kitakyushu, Japan Xin Zheng; Qingfeng Xu; Mei Zhou; Hongying Liu; Song Qiu; Li Sun; Qingli Li; An Orthonormalized Basis Function Algorithm Based on Wavelet Analysis for Magnetic Anomaly Detection, 10th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI), Shanghai, China, 2017 Song Qiu, Weisheng Wang, Shuxian Wang, Bing Zhu, Yan Tong, Jingao Liu, Mingjie Zhang, Jia Xu, Optical Design of DLP Optical Engine Based on LED Light Source, Journal of Electron Devices, 2008, 31(6): 1712-1715 Shuxian Wang, Jing Wang, Song Qiu, Liyu Zhang, Xising Liu.Research on the Realization Method of Nakedness-eye stereoscopic Display Based on Single Chip DMD, Chinese Journal of Electron Devices, 2008,38(1):325-328 Song Qiu, Runhe Qiu, Wenjing Hu*, Tianqiao Zhang, Huang Li, Investigation of Improved Signal Process and Control Circuit for Color-PDP, Journal of Donghua University (Eng Version), 2007, 24(1): 94-98 Song Qiu, Waiyun Li, Jingao Liu, AC-PDP Signal Processor for SoC Application, The Second IEEE International Conference Proceeding on Intelligent Information Hiding and Multimedia Signal Processing, California, USA, 2006.12.18-12.20 郑少佳,邱崧,李庆利,周梅,胡孟晗,于观贞,基于Inception-FSCA深度网络的胆管癌高光谱图像分割,中国图象图形学报,2021,vol.26,no.8,1836-1846 刘莹莹,邱崧,孙力,周梅,徐伟,基于多视角自步学习的人体动作识别方法,计算机工程,2018,44(2):257-263 凌佩佩,邱崧,蔡茗名,徐伟,丰颖,结合特权信息的人体动作识别,中国图象图形学报,2017,22 (4):482-491 郑欣,周梅,孙力,邱崧,于观贞,李庆利,基于神经网络的显微高光谱乳腺癌组织图像研究, 第二军医大学学报, 2018, 39(08): 886-891. 贾高杰,邱崧,蔡茗名,李庆利,三维点云重构和体显示在医学辅助诊断中的应用,中国医学物理学杂志,2016,33(6):593-598 韩茂,邱崧,李外云,基于数据挖掘的测试工程数据整合分析平台, 电子设计工程,2015,23(11):105-109 李勇,那柏林,邱崧,王蔚生,激光投影显示光色性能高精度测量系统,光学技术,2010,36(5):682-685 张鸣杰,王蔚生,邱崧,徐佳,LED广色域投影显示系统实时色域校准的研究,应用光学,2009,30(1):38-43 童雁,邱崧,王蔚生,基于FPGA的LED光源DLP背投电视对比度增强算法的研究,电子器件,2008,31(4):1093-1096

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