个人信息:
姓名:魏丹 职称:副教授
专业:汽车服务工程 学历层次:博士
办公室地点:交通楼8B612室 办公电话:67791122
电子邮箱:weiweidandan@163.com
研究方向:智能交通与无人驾驶、图像处理与模式识别、行人重识别
主讲课程:智能交通系统、汽车计算机应用实验等
个人简介:(教育背景、工作经历)
2002-2006 湖南大学,数学与应用数学专业,本科;
2006-2008 湖南大学,运筹学与控制论(图像处理与模式识别),硕士;
2008-2012 湖南大学,控制科学与工程专业(模式识别与智能系统),博士(师从李树涛教授);
2014年至今太阳成集团。
主要科研成果:(代表性论文、专利、著作等)
代表性科研项目:
1. 2022/01-2024/12,国家自然科学基金青年项目,基于姿态超图匹配和迁移融合学习行人重识别研究,主持;
2. 2019/01-2021/12,国家自然科学基金,车辆-行人运动不确定条件下虚警率约束的行人防撞预警模型研究,第二负责人;
3. 2015/07-2017/06,上海市教委项目,非监督特征学习目标检测方法研究,主持。
发表的论文:
1. XuyaoZhuang , Dan Wei *, Danyang Liang , Lei Jiang. Feature attention fusionnetwork for occluded person re-identification. Image and Vision Computing.2024, 143. SCI期刊
2. Dan Wei, Danyang Liang, Longfei Wu, Xiaolan Wang, Lei Jiang, Suyun Luo. Researchon person re-identifcation based on multi level attention model. MultimediaTools and Applications. 2024. SCI期刊
3. CongcongWei, Dan Wei*. Aspect-Ratio Aware Dynamic Label Assignment for OrientedObject Detection. IEEE Geoscience and Remote Sensing Letters, 21, 2024 . SCI期刊
4. ZhehangLou, Suyun Luo, Xiaoci Huang , Dan Wei.Conv-Attention:A Low Computation Attention CalculationMethod for Swin Transformer. NeuralProcessing Letters, 2024, 56:71.
5. YuekunZhao, Suyun Luo, Xiaoci Huang and Dan Wei. A Multi-Sensor 3D DetectionMethod for Small Objects. World Electric Vehicle Journal. 2024.
6. Wei Dan*, WangZiyang, Luo Yiping. Video person re-identification based on RGB triple pyramid model,the Visual Computer, 2023,39. SCI期刊
7. Zhang, X., Wang, X., Zhang, W., Liu, X., Wei Dan.Multi-attention network for pedestrian intention prediction based onspatio-temporal feature fusion. Proceedings of the Institution of MechanicalEngineers, Part D: Journal of Automobile Engineering. 2023.
8. XiaoqiangHu, Dan Wei*, Ziyang Wang. Hypergraph video pedestrian re-identificationbased on posture structure relationship and action constraints. PatternRecognition.2021. 111, 107688, SCI期刊
9. Dan Wei,Xiaoqiang Hu, Ziyang Wang. Pose-Guided Multi-Scale Structural RelationshipLearning for Video-Based Pedestrian Re-Identification. IEEE Access.2021. 9,34845-34858. SCI期刊
10. Yan, Q., Zhang, W., Hu, W., Wei, D., Xu, J. Gaze dynamicswith spatiotemporal guided feature descriptor for prediction of driver’smaneuver behavior. Proceedings of the Institution of Mechanical Engineers, PartD: Journal of Automobile Engineering. 2021, 235(12).
11.Wang Ziyang, WeiDan*, Hu Xiaoqiang, Luo Yiping. Human skeleton mutual learning for personre-identification. Neurocomputing. 2020, 388, 309-323. SCI期刊
12.胡晓强,魏丹,王子阳. 基于时空关注区域的视频行人重识别. 计算机工程. 2020.
13.王子阳,魏丹,胡晓强,罗一平,方轶. 基于HOG 局部双线性插值的机械零部件检测与识别. 轻工机械. Vol.38. No.1, 2020.
14.Dan Wei*.Distributed Compressive Sensing based Near Infrared and Visible Images Fusionfor Face Recognition. International Journal of Signal Processing, ImageProcessing and Pattern Recognition, 2016, 9(4): 281-292 EI期刊
15.Shutao Li, Dan Wei.Sampling methods for feature selection on ultrahigh dimensional problems. IEEETransactions on Cybernetics. 2014, 44(6): 737-747 SCI期刊
16.魏丹, 李树涛,谭明奎. Graphembedding based feature selection. Neurocomputing. 2012, 93:115-125 SCI期刊
17.Dan Wei,Shutao Li*, Mingkui Tan. Fast decomposed gradient projectionalgorithm for sparse representation. International Journal of Digital ContentTechnology and its Applications, 2012, 6(2): 76-84 EI期刊
18.Dan Wei,Shutao Li. Graph embedding based feature selection. In the 8th InternationalConference on Fuzzy Systems and Knowledge Discovery (FSKD'11),Shanghai,2011,3: 1967-1971. EI收录
19.李树涛,魏丹. 压缩传感综述.自动化学报, 2009,11(35): 1369-1377. EI期刊
20.Wei Dan, RenXian, Ma Qi Hua. Research on the Construction of Courses of AutomotiveElectronics and Electrical Appliances Based on the Joint Training Mode ofVocational Schools and Applied Undergraduate Courses. Britain International ofHumanties and Social Sciences (BIoHS) Journal. 2020, 2(1): 1-8.(教研论文)
授权的发明专利:
1. 王子阳,魏丹,胡晓强,罗一平,一种基于网格划分骨骼的行为预测方法, 2023.08,中国,ZL202010913366.3
2. 魏丹,王子阳,胡晓强,罗一平,一种基于孪生双流3D卷积神经网络的视频行人再识别方法,2023.5,中国,ZL201911260938.6
3. 魏丹,王子阳. 一种基于热力图和关键点回归的深度车牌检测方法, 2021.05,中国,专利号:ZL201711250682.1
4. 张晓晓,魏丹,马其华. 一种画笔清洗装置, 2020.09, 中国,专利号:ZL 201910221529.9
5. 魏丹,王子阳,胡晓强,罗一平. 一种基于人体骨骼相互学习的行人再识别方法.2022.2,中国,专利号:ZL201910252915.4
6. 李树涛,魏丹,基于小波和稀疏表示理论的近红外人脸图像识别方法,2012.12.19,中国,ZL201010542748.6
7. 胡晓强,魏丹,一种汽车智能驾驶信息展示装置,2019,实用新型。
科研奖励:
1. 面向智能汽车安全的视觉环视感知与预警防护关键技术及应用,上海市科学技术进步奖,二等奖,2022(排名第4)。
2. 指导员工参加第二十六届中国机器人及人工智能大赛,获得上海市二等奖1项,三等奖1项。