基本信息
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Career Trajectory
Bio
Professor of Computer Science at University of Illinois at Urbana-Champaign. Biggest past contributions are in single-view geometry and 3D scene understanding, object recognition and attribute-based representations, and multitask representation and learning.
My current research directions:
XVG (miXed-View Geometry): How can we recover complete and precise 3D geometry for scenes viewed partly by multiple images and partly by single images? Our goal to develop a unifying framework for recognition-based single-view methods and correspondence-based multiview methods to produce compact, precise, complete, structured, and semantically rich 3D models.
General Purpose Vision: How can we make vision systems that easily learn and adapt to new tasks and environments? Our goal is to reformulate visual learning as continual, opportunistically supervised, self-directed, and minimizing asymptotic error and sample complexity for unknown future tasks.
My current research directions:
XVG (miXed-View Geometry): How can we recover complete and precise 3D geometry for scenes viewed partly by multiple images and partly by single images? Our goal to develop a unifying framework for recognition-based single-view methods and correspondence-based multiview methods to produce compact, precise, complete, structured, and semantically rich 3D models.
General Purpose Vision: How can we make vision systems that easily learn and adapt to new tasks and environments? Our goal is to reformulate visual learning as continual, opportunistically supervised, self-directed, and minimizing asymptotic error and sample complexity for unknown future tasks.
Research Interests
Papers共 149 篇Author StatisticsCo-AuthorSimilar Experts
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Ansel Blume, Khanh Duy Nguyen,Zhenhailong Wang,Yangyi Chen,Michal Shlapentokh-Rothman,Xiaomeng Jin, Jeonghwan Kim,Zhen Zhu,Jiateng Liu,Kuan-Hao Huang,Mankeerat Sidhu, Xuanming Zhang,Vivian Liu, Raunak Sinha,Te-Lin Wu,Abhay Zala,Elias Stengel-Eskin,Da Yin, Yao Xiao,Utkarsh Mall, Zhou Yu,Kai-Wei Chang,Camille Cobb,Karrie Karahalios,Lydia B. Chilton,Mohit Bansal,Nanyun Peng,Carl Vondrick,Derek Hoiem,Heng Ji
ACM International Conference on Multimediapp.11252-11254, (2024)
Michal Shlapentokh-Rothman,Ansel Blume, Yao Xiao,Yuqun Wu,Sethuraman T V,Heyi Tao,Jae Yong Lee, Wilfredo Torres-Calderon,Yu-Xiong Wang,Derek Hoiem
arxiv(2024)
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CoRR (2024)
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CoRR (2024)
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arxiv(2024)
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NAACL-HLT (Findings)pp.3693-3711, (2024)
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Author Statistics
#Papers: 149
#Citation: 27176
H-Index: 50
G-Index: 103
Sociability: 5
Diversity: 2
Activity: 88
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