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Scene Transformer: A unified multi-task model for behavior prediction and planning

Jun 15, 2021
Jiquan Ngiam, Benjamin Caine, Vijay Vasudevan, Zhengdong Zhang, Hao-Tien Lewis Chiang, Jeffrey Ling, Rebecca Roelofs, Alex Bewley, Chenxi Liu, Ashish Venugopal, David Weiss, Ben Sapp, Zhifeng Chen, Jonathon Shlens

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Progressive Stage-wise Learning for Unsupervised Feature Representation Enhancement

Jun 11, 2021
Zefan Li, Chenxi Liu, Alan Yuille, Bingbing Ni, Wenjun Zhang, Wen Gao

* Accepted by the IEEE conference on computer vision and pattern recognition. 2021 

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Large Scale Interactive Motion Forecasting for Autonomous Driving : The Waymo Open Motion Dataset

Apr 20, 2021
Scott Ettinger, Shuyang Cheng, Benjamin Caine, Chenxi Liu, Hang Zhao, Sabeek Pradhan, Yuning Chai, Ben Sapp, Charles Qi, Yin Zhou, Zoey Yang, Aurelien Chouard, Pei Sun, Jiquan Ngiam, Vijay Vasudevan, Alexander McCauley, Jonathon Shlens, Dragomir Anguelov

* 15 pages, 10 figures 

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Fresh, Fair and Energy-Efficient Content Provision in a Private and Cache-Enabled UAV Network

Feb 26, 2021
Peng Yang, Kun Guo, Xing Xi, Tony Q. S. Quek, Xianbin Cao, Chenxi Liu

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Are Labels Necessary for Neural Architecture Search?

Mar 26, 2020
Chenxi Liu, Piotr Dollár, Kaiming He, Ross Girshick, Alan Yuille, Saining Xie

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Identifying Model Weakness with Adversarial Examiner

Nov 25, 2019
Michelle Shu, Chenxi Liu, Weichao Qiu, Alan Yuille

* To appear in AAAI-20 

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Rethinking Normalization and Elimination Singularity in Neural Networks

Nov 21, 2019
Siyuan Qiao, Huiyu Wang, Chenxi Liu, Wei Shen, Alan Yuille

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V-NAS: Neural Architecture Search for Volumetric Medical Image Segmentation

Jun 06, 2019
Zhuotun Zhu, Chenxi Liu, Dong Yang, Alan Yuille, Daguang Xu

* 8 pages, 1 figure for the paper; 3 more figures in the 1-page supplementary 

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Weight Standardization

Mar 25, 2019
Siyuan Qiao, Huiyu Wang, Chenxi Liu, Wei Shen, Alan Yuille

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Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image Segmentation

Jan 10, 2019
Chenxi Liu, Liang-Chieh Chen, Florian Schroff, Hartwig Adam, Wei Hua, Alan Yuille, Li Fei-Fei

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CLEVR-Ref+: Diagnosing Visual Reasoning with Referring Expressions

Jan 03, 2019
Runtao Liu, Chenxi Liu, Yutong Bai, Alan Yuille

* All data and code concerning CLEVR-Ref+ and IEP-Ref have been released at

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Adversarial Attacks Beyond the Image Space

Sep 10, 2018
Xiaohui Zeng, Chenxi Liu, Yu-Siang Wang, Weichao Qiu, Lingxi Xie, Yu-Wing Tai, Chi Keung Tang, Alan L. Yuille

* 10 pages, 4 figures (new method and experiments added beyond v2) 

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Progressive Neural Architecture Search

Jul 26, 2018
Chenxi Liu, Barret Zoph, Maxim Neumann, Jonathon Shlens, Wei Hua, Li-Jia Li, Li Fei-Fei, Alan Yuille, Jonathan Huang, Kevin Murphy

* To appear in ECCV 2018 as oral. The code and checkpoint for PNASNet-5 trained on ImageNet (both Mobile and Large) can now be downloaded from Also see for refactored and simplified TensorFlow code; see for exact conversion to PyTorch 

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Deep Nets: What have they ever done for Vision?

May 10, 2018
Alan L. Yuille, Chenxi Liu

* MIT CBMM Memo No. 088 

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Scene Graph Parsing as Dependency Parsing

Mar 25, 2018
Yu-Siang Wang, Chenxi Liu, Xiaohui Zeng, Alan Yuille

* To appear in NAACL 2018 as oral. Code is available at 

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Few-Shot Image Recognition by Predicting Parameters from Activations

Nov 25, 2017
Siyuan Qiao, Chenxi Liu, Wei Shen, Alan Yuille

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SORT: Second-Order Response Transform for Visual Recognition

Sep 14, 2017
Yan Wang, Lingxi Xie, Chenxi Liu, Ya Zhang, Wenjun Zhang, Alan Yuille

* To appear in ICCV 2017 (10 pages, 4 figures) 

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Recurrent Multimodal Interaction for Referring Image Segmentation

Aug 04, 2017
Chenxi Liu, Zhe Lin, Xiaohui Shen, Jimei Yang, Xin Lu, Alan Yuille

* To appear in ICCV 2017. See for code and supplementary material 

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ScaleNet: Guiding Object Proposal Generation in Supermarkets and Beyond

Apr 22, 2017
Siyuan Qiao, Wei Shen, Weichao Qiu, Chenxi Liu, Alan Yuille

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Attention Correctness in Neural Image Captioning

Nov 23, 2016
Chenxi Liu, Junhua Mao, Fei Sha, Alan Yuille

* To appear in AAAI-17. See for supplementary material 

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