Shuaicheng LIU, Ph.D.

Associate Professor

School of Information and Communication Engineering

University of Electronic Science and Technology of China

Address: 2006 Xiyuan Ave, Chengdu, Sichuan, China.  611731.

[Google Scholar] [DBLP] [CV]   


Short Bio

Shuaicheng Liu received his Ph.D degree at Electrical & Computer Engineering, supervised by Prof. Ping Tan in 2014 and received his Master degree at School of Computing,supervised by Prof. Michael S.Brown, in 2010, both from National University of Singapore. He obtained his Bachelor degree in Sichuan University in 2008. He joined the group of Prof. Bing Zeng at School of Electronic Engineering, University of Electronic Science and Technology of China in 2014. During the internship, he was luckily mentored by Dr. Jian Sun, Dr. Lu Yuan at Microsoft Research and Dr. Jue Wang, Dr. Sunghyun Cho at Adobe. His research interest includes computer vision and computer graphics.

Teaching
  • 《Research Paper Writing》, 学术论文写作, graduate, 2019~2021
  • 《Signal and Systems》, 信号与系统, undergraduate, 2015~2021

Selected Publications

2022

FINet: Dual Branches Feature Interaction for Partial-to-Partial Point Cloud Registration
Hao Xu, Nianjin Ye, Guanghui Liu, Bing Zeng, Shuaicheng Liu 
Thirty-Sixth AAAI Conference on Artificial Intelligence (AAAI), 2022.
[PDF] [Github] [Video: Youtube, Bilibili] [BibTex]

Learning Optical Flow with Adaptive Graph Reasoning
Ao Luo, Fan Fang, Kunming Luo, Xin Li, Haoqiang Fan, Shuaicheng Liu
Thirty-Sixth AAAI Conference on Artificial Intelligence (AAAI), 2022.
[PDF] [Github] [Video: Youtube, Bilibili] [BibTex]


2021

Motion Basis Learning for Unsupervised Deep Homography Estimation with Subspace Projection
Nianjin Ye, Chuan Wang, Haoqiang Fan, Shuaicheng Liu 
International Conference on Computer Vision (ICCV), 2021. (Oral presentation)
[PDF] [Github] [Video: Youtube, Bilibili] [BibTex]

DeepPanoContext: Panoramic 3D Scene Understanding with Holistic Scene Context Graph and Relation-based Optimization
Cheng Zhang, Zhaopeng Cui, Cai Chen, Shuaicheng Liu, Bing Zeng, Hujun Bao, Yinda Zhang
International Conference on Computer Vision (ICCV), 2021. (Oral presentation)
[PDF] [Github] [Video: Youtube, Bilibili] [BibTex]

OMNet: Learning Overlapping Mask for Partial-to-Partial Point Cloud Registration
Hao Xu, Shuaicheng Liu, Guangfu Wang, Guanghui Liu, Bing Zeng
International Conference on Computer Vision (ICCV), 2021.
[PDF] [Github] [Video: Youtube, Bilibili] [BibTex]

GyroFlow: Gyroscope-Guided Unsupervised Optical Flow Learning
Haipeng Li, Kunming Luo, Shuaicheng Liu 
International Conference on Computer Vision (ICCV), 2021.
[PDF] [Github] [Video: Youtube, Bilibili] [BibTex]

GLM-Net : Global and Local Motion Estimation via Task-Oriented Encoder-Decoder Structure
Yuchen Yang, Ye Xiang, Shuaicheng Liu, Lifang Wu, Boxuan Zhao, Bing Zeng
ACM Multimedia (MM), 2021.
[PDF] [Github] [BibTex]

ADNet: Attention-guided Deformable Convolutional Network for High Dynamic Range Imaging
Zhen Liu, Wenjie Lin, Xinpeng Li, Ting Jiang, Mingyan Han, Haoqiang Fan, Jian Sun, Shuaicheng Liu  
IEEE Conference on Computer Vision and Pattern Recognition Workshop (CVPRW), 2021
NTIRE Challenges - HDR (Winner)                             
[PDF] [Github] [Video: Youtube, Bilibili] [BibTex]

EBSR: Feature Enhanced Burst Super-Resolution with Deformable Alignment
Ziwei Luo, Lei Yu, Xuan Mo, Youwei Li, Lanpeng Jia, Haoqiang Fan, Jian Sun, Shuaicheng Liu
IEEE Conference on Computer Vision and Pattern Recognition Workshop (CVPRW), 2021
NTIRE Challenges - Real SR (Winner)               
[PDF] [Github] [Video: Youtube, Bilibili] [BibTex]

Fast Camera Image Denoising on Mobile GPUs with Deep Learning, Mobile AI 2021 Challenge: Report
Shen Cheng, Xin Lu, Yifeng Zhou, Liangyu Chen, Xiangyu Zhang, Haoqiang Fan, Jian Sun, Shuaicheng Liu
IEEE Conference on Computer Vision and Pattern Recognition Workshop (CVPRW), 2021
MAI Challenges - Smartphone Image Denoising (Runner up)               
[PDF] [Github] [BibTex]

UPFlow: Upsampling Pyramid for Unsupervised Optical Flow Learning
Kunming Luo, Chuan Wang, Shuaicheng Liu, Haoqiang Fan, Jue Wang, Jian Sun 
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021              
[PDF] [Github] [Video: Youtube, Bilibili] [BibTex]

NBNet: Noise Basis Learning for Image Denoising with Subspace Projection
Shen Cheng, Yuzhi Wang, Haibin Huang, Donghao Liu, Haoqiang Fan, Shuaicheng Liu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021              
[PDF] [Github] [Video: Youtube, Bilibili] [BibTex]

Holistic 3D Scene Understanding from a Single Image with Implicit Representation 
Cheng Zhang, Zhaopeng Cui, Yinda Zhang, Bing Zeng, Marc Pollefeys, Shuaicheng Liu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021              
[PDF] [Github] [Project Page] [Video: Youtube, Bilibili] [BibTex]

Practical Wide-Angle Portraits Correction with Deep Structured Models
Jing Tan, Shan Zhao, Pengfei Xiong, Jiangyu Liu, Haoqiang Fan, Shuaicheng Liu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021              
[PDF] [Github] [Video: Youtube, Bilibili] [BibTex]

OIFlow: Occlusion-Inpainting Optical Flow Estimation by Unsupervised Learning
Shuaicheng Liu, Kunming Luo, Nianjin Ye, Chuan Wang, Jue Wang, Bing Zeng
IEEE Transactions on Image Processing (TIP), vol. 30, pp. 6420-6433, 2021             
[PDF] [Github] [BibTex]

Unsupervised Deep Image Stitching: Reconstructing Stitched Features to Images
Lang Nie, Chunyu Lin, Kang Liao, Shuaicheng Liu, Yao Zhao
IEEE Transactions on Image Processing (TIP), vol. 30, pp. 6184-6197, 2021              
[PDF] [Github] [BibTex]

SlimConv: Reducing Channel Redundancy in Convolutional Neural Networks by Features Recombining
Jiaxiong Qiu, Cai Chen, Shuaicheng Liu, Henyu Zhang, Bing Zeng
IEEE Transactions on Image Processing (TIP), vol. 30, pp. 6434-6445, 2021              
[PDF] [Github] [BibTex]

Semi-supervised Pixel-level Scene Text Segmentation by Mutually Guided Network
Chuan Wang, Shan Zhao, Li Zhu, Kunming Luo, Yanwei Guo, Jue Wang, Shuaicheng Liu
IEEE Transactions on Image Processing (TIP), vol. 30, pp. 8212-8221, 2021              
[PDF] [Github] [BibTex]

JigsawGAN: Auxiliary Learning for Solving Jigsaw Puzzles with Generative Adversarial Networks
Ru Li, Shuaicheng Liu, Guangfu Wang, Guanghui Liu, Bing Zeng
IEEE Transactions on Image Processing (TIP), 2021               
[PDF] [Github] [BibTex]

Quadratic Terms based Point-to-Surface 3D Representation for Deep Learning of Point Cloud
Tiecheng Sun, Guanghui Liu, Ru Li, Shuaicheng Liu, Shuyuan Zhu, Bing Zeng
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021               
[PDF] [Github] [BibTex]

DeepOIS: Gyroscope-Guided Deep Optical Image Stabilizer Compensation
Shuaicheng Liu, Haipeng Li, Zhengning Wang, Jue Wang, Shuyuan Zhu, Bing Zeng
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021               
[PDF] [Github] [BibTex]

ASFlow: Unsupervised Optical Flow Learning with Adaptive Pyramid Sampling
Shuaicheng Liu, Kunming Luo, Ao Luo, Chuan Wang, Fanman Meng, Bing Zeng.
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021               
[PDF] [Github] [BibTex]

Depth-Aware Multi-Grid Deep Homography Estimation with Contextual Correlation
Lang Nie, Chunyu Lin, Kang Liao, Shuaicheng Liu, Yao Zhao.
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021               
[PDF] [Github] [BibTex]


2020

Content-Aware Unsupervised Deep Homography Estimation (Oral presentation)
Jirong Zhang*, Chuan Wang*, Shuaicheng Liu, Lanpeng Jia, Jue Wang, Ji Zhou, Jian Sun
European Conference on Computer Vision (ECCV). 2020
[PDF] [Github] [Project Page] [Video: Youtube, Bilibili] [BibTex]

DaST: Data-free Substitute Training for Adversarial Attacks (Oral presentation)
Mingyi Zhou, Jing Wu, Yipeng Liu, Shuaicheng Liu, Ce Zhu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020
[PDF] [Github] [BibTex]

Neural Point Cloud Rendering via Multi-Plane Projection
Peng Dai*, Yinda Zhang*, Zhuwen Li*, Shuaicheng Liu, Bing Zeng
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020
[PDF] [Project Page] [Github] [Video] [BibTex]

Flow-Guided Temporal-Spatial Network for HEVC Compressed Video Quality Enhancement
Xiandong Meng, Xuan Deng, Shuyuan Zhu, Shuaicheng Liu, Bing Zeng
Data Compression Conference (DCC), 2020
[PDF] [BibTex]

PBR-Net: Imitating Physically Based Rendering using Deep Neural Network
Peng Dai, Zhuwen Li, Yinda Zhang, Shuaicheng Liu, Bing Zeng.
IEEE Transactions on Image Processing (TIP), vol. 29, pp. 5980-5992, 2020.
[PDF] [BibTex]
SDP-GAN: Saliency Detail Preservation Generative Adversarial Networks for High Perceptual Quality Style Transfer 
Ru Li, Chi-Hao Wu,  Shuaicheng Liu, Jue Wang, Guangfu Wang, Guanghui Liu, Bing Zeng.
IEEE Transactions on Image Processing (TIP), vol. 30, pp. 374-385, 2020.
[PDF] [BibTex]
Rich Visual Knowledge-based Augmentation Network for Visual Question Answering  
Liyang Zhang, Shuaicheng Liu, Donghao Liu, Pengpeng Zeng, Xiangpeng Li, Jingkuan Song, Lianli Gao.
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), vol. 32, no. 10, pp. 4362-4373, 2020 .
[PDF] [BibTex]
An Efficient and Compact 3D Local Descriptor based on the Weighted Height Image
Tiecheng Sun, Guanghui Liu, Shuaicheng Liu, Fanman Meng, Liaoyuan Zeng, Ru Li.
Information Sciences (INS), vol. 520, pp. 209-231, 2020.
[PDF] [BibTex]
OAENet: Oriented Attention Ensemble for Accurate Facial Expression Recognition
Zhengning Wang, Fanwei Zeng, Shuaicheng Liu, Bing Zeng.
Pattern Recognition (PR), vol. 112, pp. 107694, 2020.
[PDF] [BibTex]
Multi-exposure photomontage with hand-held cameras
Ru Li, Shuaicheng Liu, Guanghui Liu, Tiecheng Sun, Jishun Guo.
Computer Vision and Image Understanding (CVIU), vol. 193, pp. 102929, 2020.
[PDF] [BibTex]

2019 and before

C3AE:Exploring the Limits of Compact Model for Age Estimation
Chao Zhang, Shuaicheng Liu, Xun Xu, Ce Zhu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019
[PDF] [BibTex]

DeepLiDAR: Deep Surface Normal Guided Depth Prediction for Outdoor Scene from Sparse LiDAR Data and Single Color Image
Jiaxiong Qiu*, Zhaopeng Cui*, Yinda Zhang*, Xingdi Zhang, Shuaicheng Liu, Bing Zeng, Marc Pollefeys
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019
[PDF] [Github] [BibTex]

View-Consistent MeshFlow for Stereoscopic Video Stabilization
Heng Guo, Shuaicheng Liu, Shuyuan Zhu, Heng Tao Shen, Bing Zeng.
IEEE Transactions on Computational Imaging (TCI), vol. 4, no. 4, pp. 573-584, 2019.
[PDF] [BibTex]

A 3D Descriptor based on Local Height Image
Tiecheng Sun, Shuaicheng Liu, Guanghui Liu, Shuyuan Zhu, Zhipeng Zhu
IEEE International Symposium on Circuits and Systems (ISCAS), 2018.
[PDF] [BibTex]

High-Quality Color Image Compression by Quantization Crossing Color Spaces
Shuyuan Zhu, Zhiying He, Chen Chen, Shuaicheng Liu, Jiantao Zhou, Yuanfang Guo, Bing Zeng.
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), vol. 19, no. 5, pp. 1474-1487, 2018
[PDF] [BibTex]

Direct Photometric Alignment by Mesh Deformation
Kaimo Lin, Nianjuan Jiang, Shuaicheng Liu, Loong-Fah Cheong, Minh Do, Jiangbo Lu.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 2017
[PDF] [Project Page] [BibTex]

Cross-Space Distortion Directed Color Image Compression
Shuyuan Zhu, Mingyu Li, Chen Chen, Shuaicheng Liu, Bing Zeng.
IEEE Transactions on Multimedia (TMM), vol. 20, no. 3, pp. 525-538, 2017.
[PDF] [BibTex]
A Hierarchical Approach for Rain or Snow Removing in A Single Color Image
Yinglong Wang, Shuaicheng Liu, Chen Chen, Bing Zeng.
IEEE Transactions on Image Processing (TIP), vol. 26, no. 8, pp. 3936-3950, 2017.
[PDF] [BibTex]
CodingFlow:Enable Video Coding for Video Stabilization
Shuaicheng Liu, Mingyu Li, Shuyuan Zhu, Bing Zeng.
IEEE Transactions on Image Processing (TIP), vol. 26, no. 7, pp. 3291-3302, 2017.
[PDF] [BibTex]
A Hybrid Approach for Near-Range Video Stabilization
Shuaicheng Liu, Binhan Xu, Chuang Deng, Shuyuan Zhu, Bing Zeng, Moncef Gabbouj.
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), vol. 27, no. 9, pp. 1922-1933, 2017
[PDF] [Figshare] [BibTex]

MeshFlow: Minimum Latency Online Video Stabilization
Shuaicheng Liu, Ping Tan, Lu Yuan, Jian Sun, Bing Zeng
European Conference on Computer Vision (ECCV). 2016.
[PDF] [Video (77MB)] [Model Code] [BibTex]

Automatic Reflection Removal using Gradient Intensity and Motion Cues
Chao Sun, Shuaicheng Liu, Taotao Yang, Bing Zeng, Zhengning Wang, Guanghui Liu
ACM Multimedia. (MM), 2016.
[PDF] [Project Page] [BibTex]

Joint Video Stitching and Stabilization from Moving Cameras
Heng Guo, Shuaicheng Liu, Tong He, Shuyuan Zhu, Bing Zeng, Moncef Gabbouj.
IEEE Transactions on Image Processing (TIP), vol. 25, no. 11, pp. 5491-5503, 2016.
[PDF] [Project Page] [Video(96MB)] [BibTex]
Seamless Video Stitching from Hand-held Camera Inputs
Kaimo Lin, Shuaicheng Liu,Loong-Fah Cheong, Bing Zeng.
Computer Graphics Forum. (Proceedings of EuroGraphics). vol. 35, no. 2, pp. 479-487, 2016.
[PDF] [Project Page] [Video(113MB)] [BibTex]

SteadyFlow: Spatially Smooth Optical Flow for Video Stabilization
Shuaicheng Liu,Lu Yuan,Ping Tan,Jian Sun.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 2014
[PDF] [Project Page] [YouTube] [Video(64 MB)] [Video Spotlight] [BibTex]

TrackCam: 3D-aware Tracking Shots from Consumer Video
Shuaicheng Liu,Jue Wang, Sunghyun Cho, Ping Tan.
ACM Transactions on Graphics (SIGGRAPH asia). 2014
[PDF] [Project Page] [YouTube] [Video(34 MB)] [BibTex]
Bundled Camera Paths for Video Stabilization. (Product Transfer: Blink app)
Shuaicheng Liu,Lu Yuan,Ping Tan,Jian Sun.
ACM Transactions on Graphics (SIGGRAPH). 2013
[PDF
] [Project Page] [YouTube] [Video(66 MB)] [Data Page] [BibTex]
Video Stabilization with a Depth Camera
Shuaicheng Liu,Yinting Wang,Lu Yuan,Jiajun Bu,Ping Tan,Jian Sun.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 2012
[PDF] [Project Page] [BibTex]

Colorization for Single Image Super Resolution
Shuaicheng Liu,Michael S.Brown,Seon Joo Kim,Yu-Wing Tai.
European Conference on Computer Vision (ECCV). 2010
[PDF] [Project Page] [Executable] [BibTex]

Super Resolution using Edge Prior and Single Image Detail Synthesis
Yu-Wing Tai,Shuaicheng Liu,Michael S.Brown,Stephen Lin.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 2010
[PDF] [Project Page] [Code] [BibTex]
Last Update: Dec., 2021.    @2021.   All Rights Reserved.