基本信息
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职业迁徙
个人简介
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.
研究兴趣
论文共 146 篇作者统计合作学者相似作者
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Michal Shlapentokh-Rothman,Ansel Blume, Yao Xiao, Yuqun Wu, Sethuraman T V, Heyi Tao,Jae Yong Lee, Wilfredo Torres,Yu-Xiong Wang,Derek Hoiem
CVPR 2024 (2024)
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arxiv(2024)
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Journal of Visionno. 9 (2023): 4984-4984
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Jiasen Lu,Christopher Clark,Sangho Lee, Zichen Zhang, Savya Khosla,Ryan Marten,Derek Hoiem,Aniruddha Kembhavi
CoRR (2023)
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CoRR (2023)
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NeurIPS (2023)
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CoRR (2023)
CoRR (2023): 13342-13357
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