Yiming Dou 窦铱明
Hi!
I am a first-year PhD student at the University of Michigan,
advised by Prof. Andrew Owens.
I received my B.Eng. degree with honor and B.Ec. degree from Shanghai Jiao Tong University in 2023.
Prior to that, I worked with Dr. Ruohan Gao
as a research intern at Stanford University,
supervised by Prof. Jiajun Wu and Prof. Fei-Fei Li.
I also worked closely with
Prof. Yong-Lu Li and Prof. Cewu Lu at SJTU during my undergraduate.
My research interests mainly lie in multimodal perception, reasoning
and robot learning.
I'm always happy to make friends and collaborate with people from various backgrounds.
Feel free to contact my Email or WeChat: 18017112986.
Email  · 
Google Scholar  · 
Twitter  · 
Github
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06/2023:
🥳
Graduated from SJTU with honors degree!
04/2023:
🚀
Selected as an SJTU Outstanding Graduate (special commendation).
04/2023:
🥳
I will join Prof. Andrew Owens's group at the University of Michigan as a PhD student this fall.
Looking forward to the wonderful life in Ann Arbor!
02/2023:
🎉
Our paper "The ObjectFolder Benchmark: Multisensory Learning
with Neural and Real Objects" is accepted by CVPR 2023.
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Humans perceive the world with multiple senses,
based on which we establish abstract concepts to understand it.
From the concepts we develop logical reasoning ability,
and thus creating brilliant achievements.
Inspired by the fascinating human intelligence,
my dream is to design human-like intelligent systems,
which can be divided into four specific problems:
Multimodal Perception:
how to effectively incorporate multiple modalities
(e.g., vision, touch, audio, language and even smell or taste)
into AI systems to make them extract
as much information from the surrounding world as possible.
Concept Learning:
how to abstract and summarize the perceived information into high-level concepts
(e.g., languages or symbols),
thus enabling generalizable cross-domain understanding.
Reasoning:
how to extract relations from complex scenes
and perform causal reasoning on the basis of concepts.
Robot Learning:
how to enable robots to interact with the real-world environments and humans
by leveraging the intelligence learnt from the former three stages.
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Publications
(* indicates equal contribution)
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Bridging The Isolated Islands in Human Action Understanding
Yong-Lu Li*,
Xiaoqian Wu*,
Xinpeng Liu,
Yiming Dou,
Yikun Ji,
Junyi Zhang,
Yixing Li,
Xudong Lu,
Jingru Tan,
Cewu Lu
Preprint, 2023
arXiv
· Project Page
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The ObjectFolder Benchmark: Multisensory Learning with Neural and Real
Objects
Ruohan Gao*,
Yiming Dou*,
Hao Li*,
Tanmay Agarwal,
Jeannette Bohg,
Yunzhu Li,
Li Fei-Fei,
Jiajun Wu
Conference on Computer Vision and Pattern Recognition (CVPR), 2023
arXiv
· Project Page
· Code
· Interactive Demo
· Video
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Discovering A Variety of Objects in Spatio-Temporal Human-Object Interactions
Yong-Lu Li*,
Hongwei Fan*,
Zuoyu Qiu,
Yiming Dou,
Liang Xu,
Hao-Shu Fang,
Peiyang Guo,
Haisheng Su,
Dongliang Wang,
Wei Wu,
Cewu Lu
Technical report, 2022
arXiv
· Code
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Reviewer for CVPR 2023, ICCV 2023.
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University of Michigan
2023.04 ~ Present
Ann Arbor, U.S.A.
Ph.D. Student in Computer Science and Engineering
Advisor: Prof. Andrew Owens
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Stanford University
2022.03 ~ 2023.04
Stanford, U.S.A.
Visiting Research Intern
Supervisor: Prof. Jiajun Wu and Prof. Fei-Fei Li
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Shanghai Jiao Tong University
2019.09 ~ 2023.06
Shanghai, China
B.Eng. (Summa Cum Laude) in Computer Science and Technology
B.Ec. (Minor) in Economics
Member of Zhiyuan Honors Program
Supervisor: Prof. Cewu Lu and Prof. Yong-Lu Li
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Zhiyuan Scholarship (top 30 students), SJTU, 2023
SJTU Outstanding Graduate(Special Commendation), SJTU, 2023
SJTU Overseas Scholarship (two winners at SJTU), SJTU, 2022
Academic Excellence Scholarship (top 10%), SJTU, 2022
Zhanjiajun Scholarship (six winners at SJTU), SJTU, 2022
Meritorious Winner (top 7%), MCM, 2022
Merit Student Award (top 5%), SJTU, 2021
Zhiyuan Honors Scholarship
(top 5%), SJTU, 2019, 2020, 2021, 2022
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Outside of work, I enjoy photography, biking and hiking!
I love taking my camera to various places in the city, nature, etc.
to take interesting photos.
I will randomly put some of my photography on
Xiaohongshu
and Instragram.
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