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Total Variation Optimization Layers for Computer Vision



Raymond A. Yeh , Yuan-Ting Hu , Zhongzheng Ren , Alexander G. Schwing

* CVPR 2022 

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Class-agnostic Reconstruction of Dynamic Objects from Videos



Zhongzheng Ren , Xiaoming Zhao , Alexander G. Schwing

* NeurIPS 2021 

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Semantic Tracklets: An Object-Centric Representation for Visual Multi-Agent Reinforcement Learning



Iou-Jen Liu , Zhongzheng Ren , Raymond A. Yeh , Alexander G. Schwing

* IROS 2021; Project page: https://ioujenliu.github.io/SemanticTracklets/ 

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3D Spatial Recognition without Spatially Labeled 3D



Zhongzheng Ren , Ishan Misra , Alexander G. Schwing , Rohit Girdhar

* CVPR 2021 

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UFO$^2$: A Unified Framework towards Omni-supervised Object Detection



Zhongzheng Ren , Zhiding Yu , Xiaodong Yang , Ming-Yu Liu , Alexander G. Schwing , Jan Kautz

* ECCV 2020 

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Not All Unlabeled Data are Equal: Learning to Weight Data in Semi-supervised Learning



Zhongzheng Ren , Raymond A. Yeh , Alexander G. Schwing


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Instance-aware, Context-focused, and Memory-efficient Weakly Supervised Object Detection



Zhongzheng Ren , Zhiding Yu , Xiaodong Yang , Ming-Yu Liu , Yong Jae Lee , Alexander G. Schwing , Jan Kautz

* Accepted to CVPR 2020 

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Learning to Anonymize Faces for Privacy Preserving Action Detection



Zhongzheng Ren , Yong Jae Lee , Michael S. Ryoo

* ECCV'18 camera ready 

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Cross-Domain Self-supervised Multi-task Feature Learning using Synthetic Imagery



Zhongzheng Ren , Yong Jae Lee


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