PKU CoRe Lab
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[NeurIPS18] Cooperative Holistic Scene Understanding: Unifying 3D Object, Layout, and Camera Pose Estimation
Holistic 3D indoor scene understanding refers to jointly recovering the i) object bounding boxes, ii) room layout, and iii) camera …
Siyuan Huang
,
Siyuan Qi
,
Yinxue Xiao
,
Yixin Zhu
,
Ying Nian Wu
,
Song-Chun Zhu
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[ECCV18] Holistic 3D Scene Parsing and Reconstruction from a Single RGB Image
We propose a computational framework to jointly parse a single RGB image and reconstruct a holistic 3D configuration composed by a set …
Siyuan Huang
,
Siyuan Qi
,
Yixin Zhu
,
Yinxue Xiao
,
Yuanlu Xu
,
Song-Chun Zhu
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[CogSci18] Human Causal Transfer: Challenges for Deep Reinforcement Learning
Discovery and application of causal knowledge in novel problem contexts is a prime example of human intelligence. As new information is …
Mark Edmonds
,
James Kubricht
,
Colin Summers
,
Yixin Zhu
,
Brandon Rothrock
,
Song-Chun Zhu
,
Hongjing Lu
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[CVPR18] Human-centric Indoor Scene Synthesis Using Stochastic Grammar
We present a human-centric method to sample and synthesize 3D room layouts and 2D images thereof, for the purpose of obtaining …
Siyuan Qi
,
Yixin Zhu
,
Siyuan Huang
,
Chenfanfu Jiang
,
Song-Chun Zhu
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[ICRA18] Interactive Robot Knowledge Patching using Augmented Reality
We present a novel Augmented Reality (AR) approach, through Microsoft HoloLens, to address the challenging problems of diagnosing, …
Hangxin Liu
,
Yaofang Zhang
,
Wenwen Si
,
Xu Xie
,
Yixin Zhu
,
Song-Chun Zhu
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[ICRA18] Unsupervised Learning using Hierarchical Models for Hand-Object Interactions
Contact forces of the hand are visually unobservable, but play a crucial role in understanding hand-object interactions. In this paper, …
Xu Xie
,
Hangxin Liu
,
Mark Edmonds
,
Feng Gao
,
Siyuan Qi
,
Yixin Zhu
,
Brandon Rothrock
,
Song-Chun Zhu
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[AAAI18] Tracking Occluded Objects and Recovering Incomplete Trajectories by Reasoning about Containment Relations and Human Actions
This paper studies a challenging problem of tracking severely occluded objects in long video sequences. The proposed method reasons …
Wei Liang
,
Yixin Zhu
,
Song-Chun Zhu
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[IROS17] A Glove-based System for Studying Hand-Object Manipulation via Joint Pose and Force Sensing
We present a design of an easy-to-replicate glove-based system that can reliably perform simultaneous hand pose and force sensing in …
Hangxin Liu
,
Xu Xie
,
Mark Edmonds
,
Feng Gao
,
Yixin Zhu
,
Veronica Santos
,
Brandon Rothrock
,
Song-Chun Zhu
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[IROS17] Feeling the Force: Integrating Force and Pose for Fluent Discovery through Imitation Learning to Open Medicine Bottles
Learning complex robot manipulation policies for real-world objects is challenging, often requiring significant tuning within …
Mark Edmonds
,
Feng Gao
,
Xu Xie
,
Hangxin Liu
,
Siyuan Qi
,
Yixin Zhu
,
Brandon Rothrock
,
Song-Chun Zhu
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[CogSci17] Consistent Probabilistic Simulation Underlying Human Judgment in Substance Dynamics
A growing body of evidence supports the hypothesis that humans infer future states of perceived physical situations by propagating …
James Kubricht
,
Yixin Zhu
,
Chenfanfu Jiang
,
Demetri Terzopoulos
,
Song-Chun Zhu
,
Hongjing Lu
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