Yuqing Ma（马宇晴）

Postdoctoral Fellow

State Key Laboratory of Software Development Environment
School of Computer Science and Engineering, Beihang University, China

Email: mayuqing@buaa.edu.cn or
vickyfoxmyq@gmail.com
Address: Room G602, New Main Building, No.37 Xueyuan Rd., Beijing, China

You can also find my homepage [here].

About Me

I’m currently a postdoctoral fellow in NLSDE at Beihang University, advised by Xianglong Liu. Previously I received my PhD from Beihang University (2021), under the supervision of Prof. Wei Li and Prof. Xianglong Liu. Before that, I received my B.Sc. degree in Computer Science and Technology, Shandong University, in 2015.

My research interests include some sub-fields of Computer Vision and Deep Learning:

Few Shot Learning: Classification or Detection with Limited Data, Meta Learning, Transfer Learning
Generative Adversarial Network: Image Editing, Adversarial Example, Adversarial Training
Visual Search: Unsupervised Video Search, Unsupervised Image Retrieval

Stratified Rule-Aware Network for Abstract Visual Reasoning.
Sheng Hu*, Yuqing Ma*, Xianglong Liu, Yanlu Wei, Shihao Bai(* equal contribution)
Proceedings of the AAAI Conference on Artificial Intelligence (AAAI’2021).
[pdf] [code] [bibtex]

Occluded Prohibited Items Detection: an X-ray Security Inspection Benchmark and De-occlusion Attention Module.
Yanlu Wei, Renshuai Tao, Zhangjie Wu, Yuqing Ma, Libo Zhang, Xianglong Liu
ACM International Conference on Multimedia (ACM MM’20).
[pdf] [code] [bibtex]

Spatiotemporal Attacks for Embodied Agents.
Aishan Liu, Tairan Huang, Xianglong Liu, Yitao Xu, Yuqing Ma, Xinyun Chen, Stephen Maybank, Dacheng Tao
European Conference on Computer Vision (ECCV’20).
[pdf] [code] [media]

Few-shot Visual Learning with Contextual Memory and Fine-grained Calibration.
Yuqing Ma, Shihao Bai, Wei Liu, Qingyu Zhang, Aishan Liu, Weimin Chen, Xianglong Liu
International Joint Conference on Artificial Intelligence (IJCAI’20)
[pdf]

Transductive Relation-Propagation Network for Few-shot Learning.
Yuqing Ma, Shihao Bai, Shan An, Wei Liu, Aishan Liu, Xiantong Zhen, Xianglong Liu
International Joint Conference on Artificial Intelligence (IJCAI’20)
[pdf]

Coarse-to-Fine Image Inpainting via Region-wise Convolutions and Non-Local Correlation.
Yuqing Ma, Xianglong Liu, Shihao Bai, Lei Wang, Dailan He and Aishan Liu.
International Joint Conference on Artificial Intelligence (IJCAI’19), Macao, China, 2019.
[pdf] [poster] [code] [bibtex]

Perceptual Sensitive GAN for Generating Adversarial Patches.
Aishan Liu, Xianglong Liu, Jiaxin Fan, Yuqing Ma, Anlan Zhang, Huiyuan Xie and Dacheng Tao.
AAAI Conference on Artificial Intelligence (AAAI’19), Honolulu, Hawaii, USA, 2019.
[pdf] [poster] [bibtex]

Progressive Generative Hashing for Image Retrieval.
Yuqing Ma, Yue He, Fan Ding, Sheng Hu, Jun Li, Xianglong Liu.
International Joint Conference on Artificial Intelligence (IJCAI’18), Stockholm, Sweden, 2018.
[pdf] [poster] [bibtex]

Temporal Binary Coding for Large-scale Video Search.
Ke Xia, Yuqing Ma, Xianglong Liu, Yadong Mu and Li Liu.
ACM International Conference on Multimedia (ACM MM’17), Mountain View, California, USA, 2017.
[pdf] [poster] [bibtex]

Transductive Relation-Propagation with DecouplingTraining for Few-Shot Learning.
Yuqing Ma, Shihao Bai, Wei Liu, Shuo Wang, Yue Yu, Xiao Bai, Xianglong Liu.
IIEEE Transactions on Neural Networks and Learning Systems, (TNNLS), 2021.
[pdf] [poster] [bibtex]

Boosting Temporal Binary Coding for Large-scale Video Search.
Yan Wu, Xianglong Liu, Haotong Qin, Ke Xia, Sheng Hu, Yuqing Ma, Meng Wang
IEEE TRANSACTIONS ON MULTIMEDIA, (TMM), 2020.
[pdf]

Interpreting and Improving Adversarial Robustness of Deep Neural Networks with Neuron Sensitivity.
Chongzhi Zhang*, Aishan Liu*, Xianglong Liu, Yitao Xu, Hang Yu, Yuqing Ma, Tianlin Li (* indicates equal contributions)
IEEE Transactions on Image Processing (TIP), 2020.
[pdf]

Region-wise Generative Adversarial Image Inpainting for Large Missing Areas.
Yuqing Ma, Xianglong Liu, Shihao Bai, Lei Wang, Aishan Liu, Dacheng Tao and Edwin R. Hancock.
Under review.
[pdf] [poster] [bibtex]

A General Non-parametric Active Learning Framework for Classification on Multiple Manifolds.
Lei Huang, Yuqing Ma, Xianglong Liu.
Pattern Recognition Letters (PRL’2019).
[pdf] [poster] [bibtex]

Outstanding Graduates of Beijing, Beihang University, 2021.06.
top 40 in the 2020 Baidu Scholarship, BaiDu, 2020.05.
the Academic Excellence Foundation of BUAA for PhD Students, Beihang University, 2020.06.
National Scholarship, China, 2019.09.
Tencent Rhino-Bird Elite Training Program, Tencent, 2018.
IJCAI-18 Travel Grant, IJCAI, 2018.07.
First-grade Excellent Study Scholarship, Beihang University, 2018.09.
Second-grade Excellent Study Scholarship, Beihang University, 2017.09.
Second-grade Excellent Study Scholarship, Beihang University, 2016.09.

June. 2021 - Present
- Postdoctoral fellow in Computer Science, School of Computer Science and Engineering, Beihang University
- Advisor: Profs. Xianglong Liu
Sep. 2015 - Jun. 2021
- Ph.D. student in Computer Science, School of Computer Science and Engineering, Beihang University
- Advisor: Profs. Wei Li and co-advised by Profs. Xianglong Liu
Sep. 2010 - Jun. 2015
- B.Sc in Computer Science, School of Computer Science and Technology, Shandong University