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Publications [Google Scholar]


2022

Text2Light: Zero-Shot Text-Driven HDR Panorama Generation

Zhaoxi Chen, Guangcong Wang, Ziwei Liu.
ACM Transactions on Graphics (SIGGRAPH Asia), 2022

PDF Project Page Code Demo



VToonify: Controllable High-Resolution Portrait Video Style Transfer

Shuai Yang, Liming Jiang, Ziwei Liu, Chen Change Loy.
ACM Transactions on Graphics (SIGGRAPH Asia), 2022

PDF Project Page Code Demo



Masked Lip-Sync Generation by Uniformed Audio-Visual Context Exploiting with Transformer

Yasheng Sun, Hang Zhou, Kaisiyuan Wang, Qianyi Wu, Zhibin Hong, Jingtuo Liu, Jingdong Wang, Errui Ding, Ziwei Liu, Koike Hideki.
SIGGRAPH Asia (Conference Track), 2022

PDF Project Page Code Demo





Audio-Driven Co-Speech Gesture Video Generation

Xian Liu, Qianyi Wu, Hang Zhou, Yuanqi Du, Wayne Wu, Dahua Lin, Ziwei Liu.
Neural Information Processing Systems (NeurIPS), 2022

PDF Project Page Code Demo




OpenOOD: Benchmarking Generalized Out-of-Distribution Detection

Jingkang Yang, Pengyun Wang, Dejian Zou, Zitang Zhou, Kunyuan Ding, Wenxuan Peng, Haoqi Wang, Guangyao Chen, Bo Li, Yiyou Sun, Xuefeng Du, Kaiyang Zhou, Wayne Zhang, Dan Hendrycks, Yixuan Li, Ziwei Liu.
NeurIPS (Datasets and Benchmarks Track), 2022

PDF Code





Benchmarking and Analyzing 3D Human Pose and Shape Estimation Beyond Algorithms

Hui En Pang, Zhongang Cai, Lei Yang, Tianwei Zhang, Ziwei Liu.
NeurIPS (Datasets and Benchmarks Track), 2022

PDF Code




AnimeRun: 2D Animation Visual Correspondence from Open Source 3D Movies

Siyao Li, Yuhang Li, Bo Li, Chao Dong, Ziwei Liu, Chen Change Loy.
NeurIPS (Datasets and Benchmarks Track), 2022

PDF Project Page Code




HuMMan: Multi-Modal 4D Human Dataset for Versatile Sensing and Modeling

Zhongang Cai*, Daxuan Ren*, Ailing Zeng*, Zhengyu Lin*, Tao Yu*, Wenjia Wang*, Xiangyu Fan, Yang Gao, Yifan Yu, Liang Pan, Fangzhou Hong, Mingyuan Zhang, Chen Change Loy, Lei Yang, Ziwei Liu.
European Conference on Computer Vision (ECCV), 2022 (Oral)

PDF Project Page Code Dataset Demo Press






Relighting4D: Neural Relightable Human from Videos

Zhaoxi Chen, Ziwei Liu.
European Conference on Computer Vision (ECCV), 2022

PDF Project Page Code Demo



Panoptic Scene Graph Generation

Jingkang Yang, Yi Zhe Ang, Zujin Guo, Kaiyang Zhou, Wayne Zhang, Ziwei Liu.
European Conference on Computer Vision (ECCV), 2022

PDF Project Page Code Dataset Demo




Detecting and Recovering Sequential DeepFake Manipulation

Rui Shao, Tianxing Wu, Ziwei Liu.
European Conference on Computer Vision (ECCV), 2022

PDF Project Page Code Dataset Press



Benchmarking Omni-Vision Representation through the Lens of Visual Realms

Yuanhan Zhang, Zhenfei Yin, Jing Shao, Ziwei Liu.
European Conference on Computer Vision (ECCV), 2022

PDF Project Page Code Dataset




StyleLight: HDR Panorama Generation for Lighting Estimation and Editing

Guangcong Wang, Yinuo Yang, Chen Change Loy, Ziwei Liu.
European Conference on Computer Vision (ECCV), 2022

PDF Project Page Code Demo




Fast-Vid2Vid: Spatial-Temporal Compression for Video-to-Video Synthesis

Long Zhuo, Guangcong Wang, Shikai Li, Wayne Wu, Ziwei Liu.
European Conference on Computer Vision (ECCV), 2022

PDF Project Page Code Demo




StyleGAN-Human: A Data-Centric Odyssey of Human Generation

Jianglin Fu*, Shikai Li*, Yuming Jiang, Kwan-Yee Lin, Chen Qian, Chen Change Loy, Wayne Wu, Ziwei Liu.
European Conference on Computer Vision (ECCV), 2022

PDF Project Page Code Dataset Demo




CelebV-HQ: A Large-Scale Video Facial Attributes Dataset

Hao Zhu*, Wayne Wu*, Wentao Zhu, Liming Jiang, Siwei Tang, Li Zhang, Ziwei Liu, Chen Change Loy.
European Conference on Computer Vision (ECCV), 2022

PDF Project Page Code Dataset Demo




Mind the Gap in Distilling StyleGANs

Guodong Xu, Yuenan Hou, Ziwei Liu, Chen Change Loy.
European Conference on Computer Vision (ECCV), 2022

PDF Code



UNIF: United Neural Implicit Functions for Clothed Human Reconstruction and Animation

Shenhan Qian, Jiale Xu, Ziwei Liu, Liqian Ma, Shenghua Gao.
European Conference on Computer Vision (ECCV), 2022

PDF Code




X-Learner: Learning Cross Sources and Tasks for Universal Visual Representation

Yinan He, Gengshi Huang, Siyu Chen, Jianing Teng, Wang Kun, Zhenfei Yin, Lu Sheng, Ziwei Liu, Yu Qiao, Jing Shao.
European Conference on Computer Vision (ECCV), 2022

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StyleSwap: Style-Based Generator Empowers Robust Face Swapping

Zhiliang Xu, Hang Zhou, Zhibin Hong, Ziwei Liu, Jiaming Liu, Zhizhi Guo, Junyu Han, Jingtuo Liu, Errui Ding, Jingdong Wang.
European Conference on Computer Vision (ECCV), 2022

PDF Project Page Code Demo




AvatarCLIP: Zero-Shot Text-Driven Generation and Animation of 3D Avatars

Fangzhou Hong*, Mingyuan Zhang*, Liang Pan, Zhongang Cai, Lei Yang, Ziwei Liu.
ACM Transactions on Graphics (SIGGRAPH), 2022

PDF Project Page Code Demo Press





Text2Human: Text-Driven Controllable Human Image Generation

Yuming Jiang, Shuai Yang, Haonan Qiu, Wayne Wu, Chen Change Loy, Ziwei Liu.
ACM Transactions on Graphics (SIGGRAPH), 2022

PDF Project Page Code Dataset Demo




Benchmarking and Analyzing Point Cloud Classification under Corruptions

Jiawei Ren, Liang Pan, Ziwei Liu.
International Conference on Machine Learning (ICML), 2022

PDF Project Page Code Dataset Demo




Versatile Multi-Modal Pre-Training for Human-Centric Perception

Fangzhou Hong, Liang Pan, Zhongang Cai, Ziwei Liu.
Computer Vision and Pattern Recognition (CVPR), 2022 (Oral)

PDF Project Page Code Dataset



Balanced MSE for Imbalanced Visual Regression

Jiawei Ren, Mingyuan Zhang, Cunjun Yu, Ziwei Liu.
Computer Vision and Pattern Recognition (CVPR), 2022 (Oral)

PDF Project Page Code Demo



Bailando: 3D Dance Generation by Actor-Critic GPT with Choreographic Memory

Siyao Li, Weijiang Yu, Tianpei Gu, Chunze Lin, Quan Wang, Chen Qian, Chen Change Loy, Ziwei Liu.
Computer Vision and Pattern Recognition (CVPR), 2022 (Oral)

PDF Project Page Code Demo





Conditional Prompt Learning for Vision-Language Models

Kaiyang Zhou, Jingkang Yang, Chen Change Loy, Ziwei Liu.
Computer Vision and Pattern Recognition (CVPR), 2022

PDF Code



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.
Computer Vision and Pattern Recognition (CVPR), 2022

PDF Code






Full-Range Virtual Try-On with Recurrent Tri-Level Transformation

Han Yang, Xinrui Yu, Ziwei Liu.
Computer Vision and Pattern Recognition (CVPR), 2022

PDF Project Page Demo



Unsupervised Image-to-Image Translation with Generative Prior

Shuai Yang, Liming Jiang, Ziwei Liu, Chen Change Loy.
Computer Vision and Pattern Recognition (CVPR), 2022

PDF Project Page Code Demo



Pastiche Master: Exemplar-Based High-Resolution Portrait Style Transfer

Shuai Yang, Liming Jiang, Ziwei Liu, Chen Change Loy.
Computer Vision and Pattern Recognition (CVPR), 2022

PDF Project Page Code Demo




TCTrack: Temporal Contexts for Aerial Tracking

Ziang Cao, Ziyuan Huang, Liang Pan, Shiwei Zhang, Ziwei Liu, Changhong Fu.
Computer Vision and Pattern Recognition (CVPR), 2022

PDF Code Demo




TAda! Temporally-Adaptive Convolutions for Video Understanding

Ziyuan Huang, Shiwei Zhang, Liang Pan, Zhiwu Qing, Mingqian Tang, Ziwei Liu, Marcelo H. Ang Jr.
Inter. Conference on Learning Representations (ICLR), 2022

PDF Project Page Code




BiBERT: Accurate Fully Binarized BERT

Haotong Qin, Yifu Ding, Mingyuan Zhang, Qinghua Yan, Aishan Liu, Qingqing Dang, Ziwei Liu, Xianglong Liu.
Inter. Conference on Learning Representations (ICLR), 2022

PDF Code




Visual Sound Localization in-the-Wild by Cross-Modal Interference Erasing

Xian Liu, Rui Qian, Hang Zhou, Weiyao Lin, Ziwei Liu, Bolei Zhou, Xiaowei Zhou.
AAAI Conference on Artificial Intelligence (AAAI), 2022

PDF Code





SepFusion: Finding Optimal Fusion Structures for Visual Sound Separation

Dongzhan Zhou, Xinchi Zhou, Di Hu, Hang Zhou, Lei Bai, Ziwei Liu, Wanli Ouyang.
AAAI Conference on Artificial Intelligence (AAAI), 2022

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Free Lunch for Surgical Video Understanding by Distilling Self-Supervisions

Xinpeng Ding, Ziwei Liu, Xiaomeng Li.
Medical Image Comp. and Computer Assisted Interv. (MICCAI), 2022

PDF Code




On-Device Domain Generalization

Kaiyang Zhou, Yuanhan Zhang, Yuhang Zang, Jingkang Yang, Chen Change Loy, Ziwei Liu.
ArXiv, 2022

PDF Code




MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model

Mingyuan Zhang, Zhongang Cai, Liang Pan, Fangzhou Hong, Xinying Guo, Lei Yang, Ziwei Liu.
ArXiv, 2022

PDF Project Page Code Demo





StyleFaceV: Face Video Generation via Decomposing and Recomposing Pretrained StyleGAN3

Haonan Qiu, Yuming Jiang, Hang Zhou, Wayne Wu, Ziwei Liu.
ArXiv, 2022

PDF Project Page Code Demo




Voxurf: Voxel-based Efficient and Accurate Neural Surface Reconstruction

Tong Wu, Jiaqi Wang, Xingang Pan, Xudong Xu, Christian Theobalt, Ziwei Liu, Dahua Lin.
ArXiv, 2022

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Neural Prompt Search

Yuanhan Zhang, Kaiyang Zhou, Ziwei Liu.
arXiv Preprint, 2022

PDF Project Page Code Press



Sparse Fusion Mixture-of-Experts are Domain Generalizable Learners

Bo Li, Jingkang Yang, Jiawei Ren, Yezhen Wang, Ziwei Liu.
arXiv Preprint, 2022

PDF Code



LaserMix for Semi-Supervised LiDAR Semantic Segmentation

Lingdong Kong, Jiawei Ren, Liang Pan, Ziwei Liu.
arXiv Preprint, 2022

PDF Project Page Code Demo



Masked Frequency Modeling for Self-Supervised Visual Pre-Training

Jiahao Xie, Wei Li, Xiaohang Zhan, Ziwei Liu, Yew Soon Ong, Chen Change Loy.
arXiv Preprint, 2022

PDF Project Page




Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine Synergy

Yuanhan Zhang, Qinghong Sun, Yichun Zhou, Zexin He, Zhenfei Yin, Kun Wang, Lu Sheng, Yu Qiao, Jing Shao, Ziwei Liu.
arXiv Preprint, 2022

PDF Project Page Code Dataset Demo





Robust Face Anti-Spoofing with Dual Probabilistic Modeling

Yuanhan Zhang, Yichao Wu, Zhenfei Yin, Jing Shao, Ziwei Liu.
arXiv Preprint, 2022

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Few-shot Forgery Detection via Guided Adversarial Interpolation

Haonan Qiu, Siyu Chen, Bei Gan, Kun Wang, Huafeng Shi, Jing Shao, Ziwei Liu.
arXiv Preprint, 2022

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SeCo: Separating Unknown Musical Visual Sounds with Consistency Guidance

Xinchi Zhou, Dongzhan Zhou, Wanli Ouyang, Hang Zhou, Ziwei Liu, Di Hu.
arXiv Preprint, 2022

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LiDAR-based 4D Panoptic Segmentation via Dynamic Shifting Network

Fangzhou Hong, Hui Zhou, Xinge Zhu, Hongsheng Li, Ziwei Liu.
arXiv Preprint, 2022

PDF Code




Robust Partial-to-Partial Point Cloud Registration in a Full Range

Liang Pan, Zhongang Cai, Ziwei Liu.
arXiv Preprint, 2021

PDF Code Dataset



Playing for 3D Human Recovery

Zhongang Cai*, Mingyuan Zhang*, Jiawei Ren*, Chen Wei, Daxuan Ren, Jiatong Li, Zhengyu Lin, Haiyu Zhao, Shuai Yi, Lei Yang, Chen Change Loy, Ziwei Liu.
arXiv Preprint, 2021

PDF Project Page Code Dataset Demo





Full-Spectrum Out-of-Distribution Detection

Jingkang Yang, Kaiyang Zhou, Ziwei Liu.
arXiv Preprint, 2022

PDF Code



Semi-Supervised Domain Generalization with Stochastic StyleMatch

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

PDF Code



Generalized Out-of-Distribution Detection: A Survey

Jingkang Yang, Kaiyang Zhou, Yixuan Li, Ziwei Liu.
arXiv Preprint, 2021

PDF Code



Exploring Point-BEV Fusion for 3D Point Cloud Object Tracking with Transformer

Zhipeng Luo, Changqing Zhou, Liang Pan, Gongjie Zhang, Tianrui Liu, Yueru Luo, Haiyu Zhao, Ziwei Liu, Shijian Lu.
ArXiv, 2022

PDF Code





Open Long-Tailed Recognition in a Dynamic World

Ziwei Liu*, Zhongqi Miao*, Xiaohang Zhan, Jiayun Wang, Boqing Gong, Stella X. Yu.
Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022

PDF Project Page Code Demo Press




Domain Generalization: A Survey

Kaiyang Zhou, Ziwei Liu, Yu Qiao, Tao Xiang, Chen Change Loy.
Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022

PDF Code



Learning to Prompt for Vision-Language Models

Kaiyang Zhou, Jingkang Yang, Chen Change Loy, Ziwei Liu.
International Journal of Computer Vision (IJCV), 2022

PDF Code



Delving into Inter-Image Invariance for Unsupervised Visual Representations

Jiahao Xie, Xiaohang Zhan, Ziwei Liu, Yew-Soon Ong, Chen Change Loy.
International Journal of Computer Vision (IJCV), 2022

PDF Code




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

Yu Rong, Ziwei Liu, Chen Change Loy.
IEEE Transactions on Image Processing (TIP), 2022

PDF Project Page Code




Multi-View Partial (MVP) Point Cloud Challenge 2021 on Completion and Registration: Methods and Results

Liang Pan, Tong Wu, Zhongang Cai, Ziwei Liu, et al.
arXiv Preprint, 2021

PDF Project Page Code




ForgeryNet - Face Forgery Analysis Challenge 2021: Methods and Results

Yinan He, Lu Sheng, Jing Shao, Ziwei Liu, et al.
arXiv Preprint, 2021

PDF Project Page Code




Multi-Forgery Detection Challenge 2022: Push the Frontier of Unconstrained and Diverse Forgery Detection

Jianshu Li, Man Luo, Jian Liu, Tao Chen, Chengjie Wang, Ziwei Liu, et al.
arXiv Preprint, 2022

PDF Project Page




2021

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

PDF Code Dataset Demo Press




Garment4D: Garment Reconstruction from Point Cloud Sequences

Fangzhou Hong, Liang Pan, Zhongang Cai, Ziwei Liu.
Neural Information Processing Systems (NeurIPS), 2021

PDF Project Page Code Demo Press



Density-aware Chamfer Distance as a Comprehensive Metric for Point Cloud Completion

Tong Wu, Liang Pan, Junzhe Zhang, Tai Wang, Ziwei Liu, Dahua Lin.
Neural Information Processing Systems (NeurIPS), 2021

PDF Code




Few-Shot Object Detection via Association and DIscrimination

Yuhang Cao, Jiaqi Wang, Ying Jin, Tong Wu, Kai Chen, Ziwei Liu, Dahua Lin.
Neural Information Processing Systems (NeurIPS), 2021

PDF Code




Unsupervised Object-Level Representation Learning from Scene Images

Jiahao Xie, Xiaohang Zhan, Ziwei Liu, Yew-Soon Ong, Chen Change Loy.
Neural Information Processing Systems (NeurIPS), 2021

PDF Project Page Code




Talk-to-Edit: Fine-Grained Facial Editing via Dialog

Yuming Jiang*, Ziqi Huang*, Xingang Pan, Chen Change Loy, Ziwei Liu.
International Conference on Computer Vision (ICCV), 2021

PDF Project Page Code Dataset



Semantically Coherent Out-of-Distribution Detection

Jingkang Yang, Haoqi Wang, Litong Feng, Xiaopeng Yan, Huabin Zheng, Wayne Zhang, Ziwei Liu.
International Conference on Computer Vision (ICCV), 2021

PDF Project Page Code Dataset




Unsupervised Domain Adaptive 3D Detection with Multi-Level Consistency

Zhipeng Luo, Zhongang Cai, Changqing Zhou, Gongjie Zhang, Haiyu Zhao, Shuai Yi, Shijian Lu, Hongsheng Li, Shanghang Zhang, Ziwei Liu.
International Conference on Computer Vision (ICCV), 2021

PDF Code





Differentiable Dynamic Wirings for Neural Networks

Kun Yuan, Quanquan Li, Shaopeng Guo, Dapeng Chen, Aojun Zhou, Fengwei Yu, Ziwei Liu.
International Conference on Computer Vision (ICCV), 2021

PDF




Incorporating Convolution Designs into Visual Transformers

Kun Yuan, Shaopeng Guo, Ziwei Liu, Aojun Zhou, Fengwei Yu, Wei Wu.
International Conference on Computer Vision (ICCV), 2021

PDF Code



Energy-Based Open-World Uncertainty Modeling for Confidence Calibration

Yezhen Wang, Bo Li, Tong Che, Kaiyang Zhou, Ziwei Liu, Dongsheng Li.
International Conference on Computer Vision (ICCV), 2021

PDF Code




BlockPlanner: City Block Generation with Vectorized Graph Representation

Linning Xu, Yuanbo Xiangli, Anyi Rao, Nanxuan Zhao, Bo Dai, Ziwei Liu, Dahua Lin.
International Conference on Computer Vision (ICCV), 2021

PDF Project Page Code





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)

PDF Project Page Code Dataset Demo




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)

PDF Project Page Code Demo





Adversarial Robustness under Long-Tailed Distribution

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

PDF Code



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)

PDF Code




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

PDF Project Page Code Dataset




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

PDF Project Page Code Demo





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

PDF Code Demo




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

PDF Project Page Code Demo



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

PDF Code




Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination

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

PDF Project Page Code




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)

PDF Project Page Code




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)

PDF Project Page Code




Computation-Efficient Knowledge Distillation via Uncertainty-Aware Mixup

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

PDF Code




Lifting 2D Human Pose to 3D with Domain Adapted 3D Body Concept

Qiang Nie, Ziwei Liu, Yunhui Liu.
arXiv Preprint, 2021

PDF



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

PDF Code



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

PDF Demo






Monocular 3D Reconstruction of Interacting Hands via Collision-Aware Factorized Refinements

Yu Rong, Jingbo Wang, Ziwei Liu, Chen Change Loy.
International Conference on 3D Vision (3DV), 2021

PDF Project Page Code Demo Press




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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ShineOn: Illuminating Design Choices for Practical Video-based Virtual Clothing Try-on

Gaurav Kuppa, Andrew Jong, Vera Liu, Ziwei Liu, Teng-Sheng Moh.
WACV Workshop on Generation of Human Behavior, 2021 (Winning Entry)

PDF Project Page Code Demo




MMFashion: An Open-Source Toolbox for Visual Fashion Analysis

Xin Liu, Jiancheng Li, Jiaqi Wang, Ziwei Liu.
ACM Multimedia (ACM MM), 2021 (Open Source Software Competition)

PDF Code



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

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

PDF Project Page Code




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

PDF Project Page Code





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)

PDF Code




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

PDF Dataset Code Demo





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

PDF Project Page Code Demo




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

PDF Project Page Code





Knowledge Distillation Meets Self-Supervision

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

PDF Code



Unsupervised 3D Human Pose Representation with Viewpoint and Pose Disentanglement

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

PDF Code Demo




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)

PDF Project Page Code Demo Press




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)

PDF Project Page Code Demo




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

PDF Code




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

PDF Project Page Code Demo




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

PDF Code Demo




MaskGAN: Towards Diverse and Interactive Facial Image Manipulation

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

PDF Dataset Code Demo




Unsupervised Landmark Learning from Unpaired Data

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

PDF Code



Learning Diverse Fashion Collocation by Neural Graph Filtering

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

PDF Code



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)

PDF Project Page Code Demo




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)

PDF Code



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

PDF Project Page Code Demo




Vision-Infused Deep Audio Inpainting

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

PDF Project Page Code Demo



One-shot Face Reenactment

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

PDF Project Page Code Demo




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)

PDF Project Page Code Demo Press





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

PDF Project Page Code Demo



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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