赵琦 (教授)

教授 博士生导师 硕士生导师

性别:女

毕业院校:北京航空航天大学

所在单位:电子信息工程学院

学科:信息与通信工程

办公地点:新主楼F514

联系方式:办公电话:82317211

Email:

个人简历

个人简介:

工学博士,2002年至今任教于北京航空航天大学电子信息工程学院,博士生导师。长期从事信号采集与处理、图像识别、人工智能等相关理论和关键技术研究及模拟电子电路的教学工作。目前主要的研究方向为智能图像处理、空天地海大数据处理、深度学习、机器视觉等。围绕研究方向,开展国家自然基金、军口973、航空科学基金等项目的研究。获部级奖励2项。先后在英国曼彻斯特大学及美国匹兹堡大学进行访问研究。在国内外知名期刊与会议已发表论文70余篇,授权发明专利20余项。是国家教学团队和国家首届一流本科课程“电子电路1”核心成员。校研究生精品国际引智课程“编码理论”负责人,教学成果显著。出版专著1部。

 

研究方向:

  高精实时目标智能检测跟踪算法研究

  AI 医学影像智能分析

  遥感图像智能分析处理

  基于高效紧凑神经网络设计的图像识别技术

 

在研项目:

  国家自然科学基金

  北京市医院管理中心“登峰”计划专项

 

近三年(自2018年)代表性成果:

论文方面:

PUBLICATION:

[10] Qi. Zhao, Shuchang. Lyu, Yuewen. Li, Yujing. Ma and Lijiang. Chen, MGML: Multigranularity Multilevel Feature Ensemble Network for Remote Sensing Scene Classification[J], IEEE Transactions on Neural Networks and Learning Systems, doi: 10.1109/TNNLS.2021.3106391, 2021. (TNNLS, SCI Q1, IF: 10.451)

[9] Qi Zhao, Shuchang Lyu, Zhiwei Zhang, Ting-Bing Xu, Guangliang Cheng, Embedded Knowledge Distillation in Depth-level Dynamic Neural Network[C], IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2021. (CVPR Workshop, oral, http://sites.google.com/view/cvpr2021-dnetcv)

[8] Xingkui Zhu*, Shuchang Lyu*, Xu Wang, Qi Zhao, TPH-YOLOv5: Improved YOLOv5 Based on Transformer Prediction Head for Object Detection on Drone-captured Scenarios[C]. International Conference on Computer Vision (ICCV) Workshops, 2021. (ICCV Workshop, oral)

[7] Shuchang Lyu, Qi Zhao, Yujing Ma, Lijiang Chen, Make Baseline Model Stronger: Embedded Knowledge Distillation in Weight-Sharing Based Ensemble Network[C]. British Machine Vision Conference, 2021. (BMVC)

[6] Qi Zhao, Jiahui Liu, Yuewen Li, et al. Semantic Segmentation with Attention Mechanism for Remote Sensing Images[J]. IEEE Transactions on Geoscience and Remote Sensing, 2021, pp(99):1-13. (TGRS, SCI Q1, IF:5.6)

[5] Qi Zhao, Nauman Raoof, Shuchang Lyu, et al, RSNet: A Compact Relative Squeezing Net for Image Recognition[C], IEEE International Conference on Visual Communications and Image Processing (VCIP), pp. 1-4, doi: 10.1109/VCIP47243.2019.8966024, 2019. (VCIP, oral presentation)

[4] Qi Zhao, Jiahui Liu, Boxue Zhang, Shuchang Lyu, Interpretable Relative Squeezing Bottleneck Design for Compact convolutional neural networks Model[J], Image and Vision Computing (IVC), 89:276-288, 2019. (IVC, SCI Q2, IF: 2.818)

[3] Qi Zhao, Boxue Zhang, Shuchang Lyu et al., A CNN-SIFT Hybrid Pedestrian Navigation Method based on First-Person Vision[J], Remote Sensing, 10(8), 1229, doi: https://doi.org/10.3390/rs10081229, 2018. (RS, SCI Q1, IF:4.848)

[2] Boxue Zhang, Qi Zhao, Wenquan Feng, Shuchang Lyu, Alpha-MEX: A Smarter Global Pooling Method for Convolutional Neural Networks[J], Neurocomputing, 321:36-48, 2018. (Neurocomputing, SCI Q1, IF: 5.719)

[1] Qi Zhao, Shuchang Lyu, Boxue Zhang, Wenquan Feng, Multi-activation Pooling Method in Convolutional Neural Networks for Image Recognition[J], Wireless Communications and Mobile Computing, Article ID 8196906, 2018. (WCMC, SCI Q3, IF:2.336)

ARXIV:

[4] Qi Zhao, Binghao Liu, Shuchang Lyu, Xu Wang, Yifan Yang, A Feature Consistency Driven Attention Erasing Network for Fine-Grained Image Retrieval[J]. CoRR abs/2110.04479, 2021. (PR, SCI Q1, IF: 7.74)

[3] Qi Zhao, Binghao Liu, Shuchang Lyu, Xu Wang, Yifan Yang, A Self-Distillation Embedded Supervised Affinity Attention Model for Few-Shot Segmentation[J]. CoRR abs/2108.06600, 2021. (TMM, SCI Q1, IF: 6.513)

[2] Qi Zhao, Yujing Ma, Shuchang Lyu, Lijiang Chen, Embedded Self-Distillation in Compact Multi-Branch Ensemble Network for Remote Sensing Scene Classification[J]. CoRR abs/2104.00222, 2021. (TGRS, SCI Q1, IF:5.6)

[1] Yuewen Li, Wenquan Feng, Shuchang Lyu, Qi Zhao, Xuliang Li, MM-FSOD: Meta and Metric Integrated Few-Shot Object Detection[J]. CoRR abs/2012.15159, 2020. (CVIU, SCI Q1, IF:3.876)

竞赛方面:

2021年参与ICCV Workshop比赛:“Vision Meets Drones: A Challenge”中的多目标检测赛道,取得总成绩第5名(5/113)。

2020年在商汤科技主办的首届“AI瞰世界,2020人工智能遥感解译大赛”中分获第6名和第10名(6/83,10/83,均获决赛入围奖)

2019年课题组研究生团队获第一届海量光学遥感卫星数据智能处理算法大赛二等奖。

 

获得主要荣誉

国防科技进步二等奖一项,排名第六;三等奖一项,排名第二。

 

社会学术兼职

IEEE通信协会会员,电子学会会员