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	Yunsheng Li Department of Electrical and Computer Engineering, University of California, San Diego 9500 Gilman Drive, Mail code 0409 La Jolla, CA 92093-0409 EBU 1, Room 4604 Email: [email protected] Phone: (858) 247-9813

Bio:
I am currently a Ph.D student at Statistical Visual Computing Lab, Department of Electrical and Computer Engineering at University of California, San Diego (UCSD), under the supervision of Prof. Nuno Vasconcelos. Before I start my Ph.D program, I get my Master Degree in SVCL in 2017.
Research:
My research interest is about computer vision especially about transfor learning and efficient network design. The target of transfer learning is to use a well pretrained model for other tasks with (continuous learning) or without supervision (domain adaptation). For efficient network design, the research target is to design a computational and memory efficient network backbond for classification, object detection and segmenataion tasks. Currently, I focus on the research problem about the design of efficient object detector especially the computation happened in the detector head.
Publications:
	MicroNet: Towards image recognition with extremely low FLOPs Yunsheng Li, Yinpeng Chen, Xiyang Dai, Dongdong Chen, Mengchen Liu, Lu Yuan, Zicheng Liu, Lei Zhang, Nuno Vasconcelos International Conference on Computer Vision (ICCV) Virtual, 2021, (online) [ Website | Paper | BibTex | Code]
	Dynamic Transfer for Multi-Source Domain Adaptation Yunsheng Li, Lu Yuan, Yinpeng Chen, Pei Wang, Nuno Vasconcelos IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Virtual, 2021, (online) [ Website | Paper | BibTex | Code]
	Revisiting Dynamic Convolution via Matrix Decomposition Yunsheng Li, Yinpeng Chen, Xiyang Dai, Mengchen Liu, Dongdong Chen, Ye Yu, Zicheng Liu, Mei Chen, Lu Yuan, Nuno Vasconcelos International Conference on Learning Representations (ICLR) Virtual, 2021, (online) [ Website | Paper | BibTex | Code]
	Explainable Object-induced Action Decision for Autonomous Vehicles Yiran Xu, Xiaoyin Yang, Lihang Gong, Hsuan-Chu Lin, Tz-Ying Wu, Yungsheng Li, Nuno Vasconcelos IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Seattle, United States, 2020 (online) [ Website | Paper | BibTeX | Code ]
	Bidirectional Learning for Domain Adaptation of Semantic Segmentation Yunsheng Li, Lu Yuan, Nuno Vasconcelos IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Long Beach, US, 2019 [ Website | Paper | BibTex | Code]
	Efficient Multi-Domain Learning by Covariance Normalization Yunsheng Li Nuno Vasconcelos IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Long Beach, US, 2019 [ Website | Paper | BibTex | Code ]
	Deep scene image classification with the mfafvnet Yunsheng Li, Mandar Dixit, Nuno Vasconcelos International Conference on Computer Vision (ICCV) Venice, Italy, 2017 [ Website | Paper | BibTex | code ]
	Deep Hashing with Hash-Consistent Large Margin Proxy Embeddings Pedro Morgado, Yunsheng Li, Jose Costa Pereira, Mohammad Saberian, Nuno Vasconcelos International Journal of Computer Vision (IJCV) [ Springer | arXiv | BibTex]
	Semantic Fisher Scores for Task Transfer: Using Objects to Classify Scenes Mandar Dixit, Yunsheng Li, Nuno Vasconcelos IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) [ Paper | BibTex]
Thesis
	Dynamic Neural Networks for Resource Constrained Image Recognition [ PDF | Website]
Professional Experience
Statistical Visual Computing Lab, UC San Diego Graduate Research Assistant, 2016-2021 Microsoft, Redmond Research Intern, 2018,2020,2021
Last update: Novermber, 2021

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