Selected publications
C1: Health-care Big Data Analytics
Analysis and Prediction of Unplanned Intensive Care Unit Readmission using Recurrent Neural Networks with Long Short-Term Memory
Yuqian Zhou, Yu-Wei Lin, Faraz Faghri, Michael J Shaw, Roy H Campbell
PLoS ONE July
[Paper] | [Code]
C2: Image Generation and Restoration
TransFill: Reference-guided Image Inpainting by Merging Multiple Color and Spatial Transformations
Yuqian Zhou, Connelly Barnes, Eli Shechtman, Sohrab Amirghodsi
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2021
[Paper] | [Project]
Image Restoration for Under-Display Camera
Yuqian Zhou, David Ren, Neil Emerton, Sehoon Lim, Timothy Large
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2021
[Paper] | [Project] | [Challenge] | [Microsoft] | [Media]
Image Super-Resolution with Non-Local Sparse Attention
Yiqun Mei, Yuchen Fan, Yuqian Zhou
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2021
[Paper] (to appear)
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining
Yiqun Mei, Yuchen Fan, Yuqian Zhou, Lichao Huang, Thomas Huang, Humphrey Shi
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2020
[Paper] | [Code] | [Talk]
When AWGN-based Denoiser Meets Real Noises
Yuqian Zhou Jianbo Jiao, Haibin Huang, Yang Wang, Jue Wang, Honghui Shi, Thomas Huang
The AAAI Conference on Artificial Intelligence (AAAI) 2020
[Paper] | [Code]
Adaptation Strategies for Applying AWGN-based Denoiser to Realistic Noise
Yuqian Zhou, Jianbo Jiao, Haibin Huang, Jue Wang, Thomas Huang
The AAAI Conference on Artificial Intelligence (AAAI) (Student Abstract) 2019
[Paper] | [Code]
Dunhuang Image Restoration Challenge
Yuqian Zhou, Lijiang Fu, Thomas Huang
e-Heritage Workshop (at ICCV 2019) Rank 3rd of Dunhuang Image Restoration
Learning Raw Image Denoising with Bayer Pattern Unification and Bayer Preserving Augmentation
Jiaming Liu, Chi-Hao Wu, Yuzhi Wang, Qin Xu, Yuqian Zhou, Haibin Huang, Chuan Wang, Shaofan Cai, Yifan Ding, Haoqiang Fan, Jue Wang
NTIRE 2019 (at CVPRW 2019) Rank 1st of NTIRE 2019 RAW Track
[Report] | [Challenge] | [Code]
C3: Face Image Manipulation and Synthesis (GAN-based Methods)
FLNet: Landmark Driven Fetching and Learning Network for Faithful Talking Facial Animation Synthesis
Kuangxiao Gu, Yuqian Zhou*, Thomas Huang
The AAAI Conference on Artificial Intelligence (AAAI) 2020
[Paper] | [Code] | [Demo]
Photorealistic Facial Expression Synthesis by the Conditional Difference Adversarial Autoencoder
Yuqian Zhou, Bertram Emil Shi.
International Conference on Affective Computing and Intelligent Interaction (ACII) 2017
[Paper]
C4: Image Segmentation and Matting
High-Resolution Deep Image Matting
Haichao Yu, Ning Xu, Zilong Huang, Yuqian Zhou, Humphrey Shi
The AAAI Conference on Artificial Intelligence (AAAI) 2021
[Paper] | [Media]
Study Group Learning: Improving Retinal Vessel Segmentation Trained with Noisy Labels
Yuqian Zhou, Hanchao Yu, Humphrey Shi
[Technical Report]
[Paper] | [Code(New)]
C5: Affective Computing
MIMAMO Net: Integrating Micro- and Macro-motion for Video Emotion Recognition
Didan Deng, Zhaokang Chen, Yuqian Zhou, Bertram E Shi.
The AAAI Conference on Artificial Intelligence (AAAI) 2020
[Paper] | [Code]
Action Unit Selective Feature Maps in Deep Networks for Facial Expression Recognition
Yuqian Zhou, Bertram E Shi.
International Joint Conference on Neural Networks (IJCNN) 2017 (Oral)
[Paper] | [Demo]
Pose-independent Facial Action Unit Intensity Regression Based on Multi-task Deep Transfer Learning
Yuqian Zhou, Jimin Pi, Bertram E Shi.
IEEE International Conference on Automatic Face & Gesture Recognition (FG) 2017 Rank 1st of FERA2017 Challenge
[Paper] | [Challenge] | [Click2Smile] | [Game]
Multimodal Utterance-level Affect Analysis using Visual, Audio and Text Features
Didan Deng, Yuqian Zhou, Jimin Pi, Bertram E Shi.
OMG 2018 at IJCNN2018 Rank 3rd of OMG Challenge
[Paper]
C6: Person Detection and Recognition
Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification
Yang Fu, Yunchao Wei, Guanshuo Wang, Yuqian Zhou, Honghui Shi, Thomas Huang.
The IEEE International Conference on Computer Vision (ICCV) 2019 (Oral)
[Paper] | [Code] | [Oral]
Horizontal Pyramid Matching for Person Re-identification
Yang Fu, Yunchao Wei, Yuqian Zhou, Honghui Shi, Gao Huang, Xinchao Wang, Zhiqiang Yao, Thomas Huang.
The AAAI Conference on Artificial Intelligence (AAAI) 2019
[Paper] | [Code]
Survey of Face Detection on Low-quality Images
Yuqian Zhou, Ding Liu, Thomas Huang.
The IEEE International Conference on Automatic Face & Gesture Recognition (FG) 2018
[Paper] | [Talk] | [Code1] | [Code2]
C7: Representation Learning
Unsupervised Representation Adversarial Learning Network: from Reconstruction to Generation
Yuqian Zhou, Kuangxiao Gu, Thomas Huang.
International Joint Conference on Neural Networks (IJCNN) 2019 (Oral)
[Paper] | [Code] | [Oral]
C8: 3D Modeling
GeoNet: Deep Geodesic Networks for Point Cloud Analysis
Tong He, Haibin Huang, Li Yi, Yuqian Zhou, Chihao Wu, Jue Wang, Stefano Soatto
The IEEE Conference on Computer Vision and Pattern Recognition 2019 (Oral)
[Paper]