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2021

Variational Relational Point Completion Network

Liang Pan, Xinyi Chen, Zhongang Cai, Junzhe Zhang, Haiyu Zhao, Shuai Yi, Ziwei Liu.
Computer Vision and Pattern Recognition (CVPR), 2021 (Oral)

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ForgeryNet: A Versatile Benchmark for Comprehensive Forgery Analysis

Yinan He*, Bei Gan*, Siyu Chen*, Yichun Zhou*, Guojun Yin, Luchuan Song, Lu Sheng, Jing Shao, Ziwei Liu.
Computer Vision and Pattern Recognition (CVPR), 2021 (Oral)

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Adversarial Robustness under Long-Tailed Distribution

Tong Wu, Ziwei Liu, Qingqiu Huang, Yu Wang, Dahua Lin.
Computer Vision and Pattern Recognition (CVPR), 2021 (Oral)

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LiDAR-based Panoptic Segmentation via Dynamic Shifting Network

Fangzhou Hong, Hui Zhou, Xinge Zhu, Hongsheng Li, Ziwei Liu.
Computer Vision and Pattern Recognition (CVPR), 2021 (Winning Entry of SemanticKITTI Panoptic Segmentation Track)

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Robust Reference-based Super-Resolution via C²-Matching

Yuming Jiang, Kelvin C.K. Chan, Xintao Wang, Chen Change Loy, Ziwei Liu.
Computer Vision and Pattern Recognition (CVPR), 2021

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Pose-Controllable Talking Face Generation by Implicitly Modularized Audio-Visual Representation

Hang Zhou, Yasheng Sun, Wayne Wu, Chen Change Loy, Xiaogang Wang, Ziwei Liu.
Computer Vision and Pattern Recognition (CVPR), 2021

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Deep Animation Video Interpolation in the Wild

Siyao Li*, Shiyu Zhao*, Weijiang Yu, Wenxiu Sun, Dimitris N. Metaxas, Chen Change Loy, Ziwei Liu.
Computer Vision and Pattern Recognition (CVPR), 2021

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Visually Informed Binaural Audio Generation without Binaural Audios

Xudong Xu*, Hang Zhou*, Ziwei Liu, Bo Dai, Xiaogang Wang, Dahua Lin.
Computer Vision and Pattern Recognition (CVPR), 2021

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Seesaw Loss for Long-Tailed Instance Segmentation

Jiaqi Wang, Wenwei Zhang, Yuhang Zang, Yuhang Cao, Jiangmiao Pang, Tao Gong, Kai Chen, Ziwei Liu, Chen Change Loy, Dahua Lin.
Computer Vision and Pattern Recognition (CVPR), 2021

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Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination

Xudong Wang, Ziwei Liu, Stella X. Yu.
Computer Vision and Pattern Recognition (CVPR), 2021

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Do 2D GANs Know 3D Shape? Unsupervised 3D Shape Reconstruction from 2D Image GANs

Xingang Pan, Bo Dai, Ziwei Liu, Chen Change Loy, Ping Luo.
Inter. Conference on Learning Representations (ICLR), 2021 (Oral)

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Long-Tailed Recognition by Routing Diverse Distribution-Aware Experts

Xudong Wang, Long Lian, Zhongqi Miao, Ziwei Liu, Stella X. Yu.
Inter. Conference on Learning Representations (ICLR), 2021 (Spotlight)

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Iterative Human and Automated Identification of Wildlife Images

Zhongqi Miao*, Ziwei Liu*, Kaitlyn M Gaynor, Meredith S Palmer, Stella X Yu, Wayne M Getz.
Nature - Machine Intelligence, 2021

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Delving Deep into the Generalization of Vision Transformers under Distribution Shifts

Chongzhi Zhang*, Mingyuan Zhang*, Shanghang Zhang*, Daisheng Jin, Qiang Zhou, Zhongang Cai, Haiyu Zhao, Shuai Yi, Xianglong Liu, Ziwei Liu.
arXiv Preprint, 2021

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Incorporating Convolution Designs into Visual Transformers

Kun Yuan, Shaopeng Guo, Ziwei Liu, Aojun Zhou, Fengwei Yu, Wei Wu.
arXiv Preprint, 2021

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Semi-Supervised Domain Generalization with Stochastic StyleMatch

Kaiyang Zhou, Chen Change Loy, Ziwei Liu.
arXiv Preprint, 2021

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Domain Generalization: A Survey

Kaiyang Zhou, Ziwei Liu, Yu Qiao, Tao Xiang, Chen Change Loy.
arXiv Preprint, 2021

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CelebA-Spoof Challenge 2020 on Face Anti-Spoofing: Methods and Results

Yuanhan Zhang, Zhenfei Yin, Jing Shao, Ziwei Liu, et al.
arXiv Preprint, 2021

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DeeperForensics Challenge 2020 on Real-World Face Forgery Detection: Methods and Results

Liming Jiang, Zhengkui Guo, Wayne Wu, Zhaoyang Liu, Ziwei Liu, Chen Change Loy, et al.
arXiv Preprint, 2021

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Computation-Efficient Knowledge Distillation via Uncertainty-Aware Mixup

Guodong Xu, Ziwei Liu, Chen Change Loy.
arXiv Preprint, 2020

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Delving into Inter-Image Invariance for Unsupervised Visual Representations

Jiahao Xie, Xiaohang Zhan, Ziwei Liu, Yew-Soon Ong, Chen Change Loy.
arXiv Preprint, 2020

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Chasing the Tail in Monocular 3D Human Reconstruction with Prototype Memory

Yu Rong, Ziwei Liu, Chen Change Loy.
arXiv Preprint, 2020

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CARAFE++: Unified Content-Aware ReAssembly of FEatures

Jiaqi Wang, Kai Chen, Rui Xu, Ziwei Liu, Chen Change Loy, Dahua Lin.
Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021

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PTeacher: a Computer-Aided Personalized Pronunciation Training System with Exaggerated Audio-Visual Corrective Feedback

Yaohua Bu*, Tianyi Ma*, Weijun Li, Hang Zhou, Jia Jia, Shengqi Chen, Kaiyuan Xu, Dachuan Shi, Haozhe Wu, Zhihan Yang, Kun Li, Zhiyong Wu, Yuanchun Shi, Xiaobo Lu, Ziwei Liu.
ACM Conference on Human Factors in Computing Systems (CHI), 2021

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Speech2Talking-Face: Inferring and Driving a Face with Synchronized Audio-Visual Representation

Yasheng Sun*, Hang Zhou*, Ziwei Liu, Hideki Koike.
International Joint Conference on Artificial Intelligence (IJCAI), 2021

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Person-in-Context Synthesis with Compositional Structural Space

Weidong Yin, Ziwei Liu, Leonid Sigal.
Winter Conf. on Applications of Computer Vision (WACV), 2021 (Oral)

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2020

Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets

Tong Wu, Qingqiu Huang, Ziwei Liu, Yu Wang, Dahua Lin.
European Conference on Computer Vision (ECCV), 2020 (Spotlight)

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CelebA-Spoof: Large-Scale Face Anti-Spoofing Dataset with Rich Annotations

Yuanhan Zhang*, Zhenfei Yin*, Yidong Li, Guojun Yin, Junjie Yan, Jing Shao, Ziwei Liu.
European Conference on Computer Vision (ECCV), 2020

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Sep-Stereo: Visually Guided Stereophonic Audio Generation by Associating Source Separation

Hang Zhou*, Xudong Xu*, Dahua Lin, Xiaogang Wang, Ziwei Liu.
European Conference on Computer Vision (ECCV), 2020

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Placepedia: Comprehensive Place Understanding with Multi-Faceted Annotations

Huaiyi Huang, Yuqi Zhang, Qingqiu Huang, Zhengkui Guo, Ziwei Liu, Dahua Lin.
European Conference on Computer Vision (ECCV), 2020

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Knowledge Distillation Meets Self-Supervision

Guodong Xu, Ziwei Liu, Xiaoxiao Li, Chen Change Loy.
European Conference on Computer Vision (ECCV), 2020

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Unsupervised 3D Human Pose Representation with Viewpoint and Pose Disentanglement

Qiang Nie, Ziwei Liu, Yunhui Liu.
European Conference on Computer Vision (ECCV), 2020

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Open Compound Domain Adaptation

Ziwei Liu*, Zhongqi Miao*, Xingang Pan, Xiaohang Zhan, Dahua Lin, Stella X. Yu, Boqing Gong.
Computer Vision and Pattern Recognition (CVPR), 2020 (Oral)

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Self-Supervised Scene De-occlusion

Xiaohang Zhan, Xingang Pan, Bo Dai, Ziwei Liu, Dahua Lin, Chen Change Loy.
Computer Vision and Pattern Recognition (CVPR), 2020 (Oral)

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Online Deep Clustering for Unsupervised Representation Learning

Xiaohang Zhan*, Jiahao Xie*, Ziwei Liu, Yew-Soon Ong, Chen Change Loy.
Computer Vision and Pattern Recognition (CVPR), 2020

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When NAS Meets Robustness: In Search of Robust Architectures against Adversarial Attacks

Minghao Guo*, Yuzhe Yang*, Rui Xu, Ziwei Liu, Dahua Lin.
Computer Vision and Pattern Recognition (CVPR), 2020

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Rotate-and-Render: Unsupervised Photorealistic Face Rotation without Paired Data

Hang Zhou, Jihao Liu, Ziwei Liu, Yu Liu, Xiaogang Wang.
Computer Vision and Pattern Recognition (CVPR), 2020

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MaskGAN: Towards Diverse and Interactive Facial Image Manipulation

Cheng-Han Lee, Ziwei Liu, Lingyun Wu, Ping Luo.
Computer Vision and Pattern Recognition (CVPR), 2020

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Unsupervised Landmark Learning from Unpaired Data

Yinghao Xu, Ceyuan Yang, Ziwei Liu, Bo Dai, Bolei Zhou.
arXiv Preprint, 2020

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MMFashion: An Open-Source Toolbox for Visual Fashion Analysis

Xin Liu, Jiancheng Li, Jiaqi Wang, Ziwei Liu.
arXiv Preprint, 2020

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Learning Diverse Fashion Collocation by Neural Graph Filtering

Xin Liu, Yongbin Sun, Ziwei Liu, Dahua Lin.
IEEE Transactions on Multimedia (TMM), 2020

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PointGrow: Autoregressively Learned Point Cloud Generation with Self-Attention

Yongbin Sun, Yue Wang, Ziwei Liu, Joshua E. Siegel, Sanjay E. Sarma.
Winter Conf. on Applications of Computer Vision (WACV), 2020 (Oral)

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2019

CARAFE: Content-Aware ReAssembly of FEatures

Jiaqi Wang, Kai Chen, Rui Xu, Ziwei Liu, Chen Change Loy, Dahua Lin.
International Conference on Computer Vision (ICCV), 2019 (Oral)

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Delving Deep into Hybrid Annotations for 3D Human Recovery in the Wild

Yu Rong, Ziwei Liu, Cheng Li, Kaidi Cao, Chen Change Loy.
International Conference on Computer Vision (ICCV), 2019

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Vision-Infused Deep Audio Inpainting

Hang Zhou, Ziwei Liu, Xudong Xu, Ping Luo, Xiaogang Wang.
International Conference on Computer Vision (ICCV), 2019

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One-shot Face Reenactment

Yunxuan Zhang, Siwei Zhang, Yue He, Cheng Li, Chen Change Loy, Ziwei Liu.
British Machine Vision Conference (BMVC), 2019 (Spotlight)

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Large-scale Long-Tailed Recognition in an Open World

Ziwei Liu*, Zhongqi Miao*, Xiaohang Zhan, Jiayun Wang, Boqing Gong, Stella X. Yu.
Computer Vision and Pattern Recognition (CVPR), 2019 (Oral)
(HKSTP Best Paper Award)

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Self-Supervised Learning via Conditional Motion Propagation

Xiaohang Zhan, Xingang Pan, Ziwei Liu, Dahua Lin, Chen Change Loy.
Computer Vision and Pattern Recognition (CVPR), 2019

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Hybrid Task Cascade for Instance Segmentation

Kai Chen, Jiangmiao Pang, Jiaqi Wang, Yu Xiong, Xiaoxiao Li, Shuyang Sun, Wansen Feng, Ziwei Liu, Jianping Shi, Wanli Ouyang, Chen Change Loy, Dahua Lin.
Computer Vision and Pattern Recognition (CVPR), 2019 (Winning Entry of COCO 2018 Challenge)

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MMDetection: Open MMLab Detection Toolbox and Benchmark

Kai Chen, Jiaqi Wang, Jiangmiao Pang, Yuhang Cao, Yu Xiong, Xiaoxiao Li, Shuyang Sun, Wansen Feng, Ziwei Liu, Jiarui Xu, Zheng Zhang, Dazhi Cheng, Chenchen Zhu, Tianheng Cheng, Qijie Zhao, Buyu Li, Xin Lu, Rui Zhu, Yue Wu, Jifeng Dai, Jingdong Wang, Jianping Shi, Wanli Ouyang, Chen Change Loy, Dahua Lin.
arXiv Preprint, 2019

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Learning to Synthesize Fashion Textures

Wu Shi, Tak-Wai Hui, Ziwei Liu, Dahua Lin, Chen Change Loy.
arXiv Preprint, 2019

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Insights and Approaches using Deep Learning to Classify Wildlife

Zhongqi Miao, Kaitlyn M Gaynor, Jiayun Wang, Ziwei Liu, Oliver Muellerklein, Mohammad S Norouzzadeh, Alex McInturff, Rauri C K Bowie, Ran Nathon, Stella X. Yu, Wayne M. Getz.

Nature - Scientific Reports, 2019

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Talking Face Generation by Adversarially Disentangled Audio-Visual Representation

Hang Zhou, Yu Liu, Ziwei Liu, Ping Luo, Xiaogang Wang.
AAAI Conference on Artificial Intelligence (AAAI), 2019 (Oral)

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Instance-level Facial Attributes Transfer with Geometry-Aware Flow

Weidong Yin, Ziwei Liu, Chen Change Loy.
AAAI Conference on Artificial Intelligence (AAAI), 2019 (Spotlight)

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DPatch: An Adversarial Patch Attack on Object Detectors

Xin Liu, Huanrui Yang, Ziwei Liu, Linghao Song, Hai Li, Yiran Chen.
AAAI Workshop on Artificial Intelligence Safety (SafeAI), 2019

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Dynamic Graph CNN for Learning on Point Clouds

Yue Wang, Yongbin Sun, Ziwei Liu, Sanjay Sarma, Michael Bronstein, Justin Solomon.
ACM Transactions on Graphics (TOG), 2019

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2018

A Comparison of Visual Features used by Humans and Machines to Classify Wildlife

Zhongqi Miao, Kaitlyn M Gaynor, Jiayun Wang, Ziwei Liu, Oliver Muellerklein, Mohammad S Norouzzadeh, Alex McInturff, Rauri C K Bowie, Ran Nathon, Stella X. Yu, Wayne M. Getz.
BiorXiv Preprint, 2018

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Im2Avatar: Colorful 3D Reconstruction from a Single Image

Yongbin Sun, Ziwei Liu, Yue Wang, Sanjay E. Sarma.
arXiv Preprint, 2018

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Consensus-Driven Propagation in Massive Unlabeled Data for Face Recognition

Xiaohang Zhan, Ziwei Liu, Junjie Yan, Dahua Lin, Chen Change Loy.
European Conference on Computer Vision (ECCV), 2018

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Adaptive Affinity Field for Semantic Segmentation

Tsung-Wei Ke*, Jyh-Jing Hwang*, Ziwei Liu, Stella X. Yu.
European Conference on Computer Vision (ECCV), 2018

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Mix-and-Match Tuning for Self-Supervised Semantic Segmentation

Xiaohang Zhan, Ziwei Liu, Ping Luo, Xiaoou Tang, Chen Change Loy.
AAAI Conference on Artificial Intelligence (AAAI), 2018 (Spotlight)

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2017

Video Frame Synthesis using Deep Voxel Flow

Ziwei Liu, Raymond A. Yeh, Xiaoou Tang, Yiming Liu, Aseem Agarwala.
International Conference on Computer Vision (ICCV), 2017 (Oral)

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Unconstrained Fashion Landmark Detection via Hierarchical Recurrent Transformer Networks

Sijie Yan, Ziwei Liu, Ping Luo, Shi Qiu, Xiaogang Wang, Xiaoou Tang.
ACM Multimedia (ACM MM), 2017 (Full Research Paper)

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Video Object Segmentation with Re-identification

Xiaoxiao Li, Yuankai Qi, Zhe Wang, Kai Chen, Ziwei Liu, Jianping Shi, Ping Luo, Xiaoou Tang, Chen Change Loy.
CVPR Workshop on DAVIS Video Seg. Challenge, 2017 (Winning Entry)

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Not All Pixels Are Equal: Difficulty-Aware Semantic Segmentation via Deep Layer Cascade

Xiaoxiao Li, Ziwei Liu, Ping Luo, Chen Change Loy, Xiaoou Tang.
Computer Vision and Pattern Recognition (CVPR), 2017 (Spotlight)

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Deep Learning Markov Random Field for Semantic Segmentation

Ziwei Liu*, Xiaoxiao Li*, Ping Luo, Chen Change Loy, Xiaoou Tang.
Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2017

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Vision-Based Calibration of Dual RCM-Based Robot Arms in Human-Robot Collaborative Minimally Invasive Surgery

Zerui Wang, Ziwei Liu, Qianli Ma, Alexis Cheng, Yun-hui Liu, Sungmin Kim, Anton Deguet, Austin Reiter, Peter Kazanzides, Russell H. Taylor.
International Conference on Intelligent Robots and Systems (IROS), 2017 IEEE Robotics and Automation Letters (RA-L), 2017

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2016

Semantic Facial Expression Editing using Autoencoded Flow

Raymond A. Yeh, Ziwei Liu, Dan B Goldman, Aseem Agarwala.
arXiv Preprint, 2016

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Fashion Landmark Detection in the Wild

Ziwei Liu*, Sijie Yan*, Ping Luo, Xiaogang Wang, Xiaoou Tang.
European Conference on Computer Vision (ECCV), 2016

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DeepFashion: Powering Robust Clothes Recognition and Retrieval with Rich Annotations

Ziwei Liu, Ping Luo, Shi Qiu, Xiaogang Wang, Xiaoou Tang.
Computer Vision and Pattern Recognition (CVPR), 2016

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Face Model Compression by Distilling Knowledge from Neurons

Ping Luo*, Zhenyao Zhu*, Ziwei Liu, Xiaogang Wang, Xiaoou Tang.
AAAI Conference on Artificial Intelligence (AAAI), 2016 (Oral)

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2015 and before

Semantic Image Segmentation via Deep Parsing Network

Ziwei Liu*, Xiaoxiao Li*, Ping Luo, Chen Change Loy, Xiaoou Tang.
International Conference on Computer Vision (ICCV), 2015 (Oral)

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Deep Learning Face Attributes in the Wild

Ziwei Liu, Ping Luo, Xiaogang Wang, Xiaoou Tang.
International Conference on Computer Vision (ICCV), 2015

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Fast Burst Images Denoising

Ziwei Liu, Lu Yuan, Xiaoou Tang, Matt Uyttendaele, Jian Sun.
ACM Transactions on Graphics (SIGGRAPH Asia), 2014 (Oral)

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