Publications

2025

  1. IJCV
    Clims++: Cross language image matching with automatic context discovery for weakly supervised semantic segmentation
    Jinheng Xie, Songhe Deng, Xianxu Hou, Zhaochuan Luo, Linlin Shen, Yawen Huang, Yefeng Zheng, and Mike Zheng Shou
    International Journal of Computer Vision (IJCV) , 2025
    PDF
  2. ICASSP
    High-Fidelity Editable Portrait Synthesis with 3D GAN Inversion
    Jindong Xie, Jiachen Liu, Yupei Lin, Jinbao Wang, Xianxu Hou, and Linlin Shen
    In EEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , 2025
    PDF
  3. CVPR
    FaceBench: A Multi-View Multi-Level Facial Attribute VQA Dataset for Benchmarking Face Perception MLLMs
    Xiaoqin Wang, Xusen Ma, Xianxu Hou, Meidan Ding, Yudong Li, Junliang Chen, Wenting Chen, Xiaoyang Peng, and Linlin Shen
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , 2025

2024

  1. Light-aware contrastive learning for low-light image enhancement
    Xu Wu, Zhihui Lai, Jie Zhou, Xianxu Hou, Witold Pedrycz, and Linlin Shen
    ACM Transactions on Multimedia Computing, Communications and Applications , 2024
    PDF
  2. ACM MM
    FLIP-80M: 80 Million Visual-Linguistic Pairs for Facial Language-Image Pre-Training
    Yudong Li, Xianxu Hou, Zheng Dezhi, Linlin Shen, and Zhe Zhao
    In Proceedings of the 32nd ACM International Conference on Multimedia (ACM MM) , 2024
    PDF Code
  3. ICASSP
    Dynamic data sampler for cross-language transfer learning in large language models
    Yudong Li, Yuhao Feng, Wen Zhou, Zhe Zhao, Linlin Shen, Cheng Hou, and Xianxu Hou
    In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , 2024
    PDF
  4. IJCAI
    A Dataset and Model for Realistic License Plate Deblurring
    Haoyan Gong, Yuzheng Feng, Zhenrong Zhang, Xianxu Hou, Jingxin Liu, Siqi Huang, and Hongbin Liu
    In International Joint Conference on Artificial Intelligence (IJCAI) , 2024
    PDF Code

2023

  1. CVPR Highlight
    StyleGene: Crossover and Mutation of Region-Level Facial Genes for Kinship Face Synthesis
    Hao Li, Xianxu Hou, Zepeng Huang, and Linlin Shen
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR Highlight) , 2023
    PDF Code Website
  2. PR
    Deep generative image priors for semantic face manipulation
    Xianxu Hou, Linlin Shen, Zhong Ming, and Guoping Qiu
    Pattern Recognition (PR) , 2023
    PDF
  3. IJCB
    StyleAU: StyleGAN based Facial Action Unit Manipulation for Expression Editing
    Yanliang Guo, Xianxu Hou, Feng Liu, Linlin Shen, Lei Wang, Zhen Wang, and Peng Liu
    In IEEE International Joint Conference on Biometrics (IJCB) , 2023

2022

  1. ACM MM
    Talk2Face: A Unified Sequence-based Framework for Diverse Face Generation and Analysis Tasks
    Yudong Li, Xianxu Hou, Zhe Zhao, Linlin Shen, Xuefeng Yang, and Kimmo Yan
    In Proceedings of the ACM International Conference on Multimedia (ACM MM) , 2022
    PDF
  2. TMM
    TextFace: Text-to-Style Mapping based Face Generation and Manipulation
    Xianxu Hou†, Xiaokang Zhang†, Yudong Li, and Linlin Shen
    IEEE Transactions on Multimedia (TMM) , 2022
    PDF
  3. ECCV
    RamGAN: Region Attentive Morphing GAN for Region-Level Makeup Transfer
    Jianfeng Xiang, Junliang Chen, Wenshuang Liu, Xianxu Hou, and Linlin Shen
    In European Conference on Computer Vision (ECCV) , 2022
    PDF
  4. TMM
    Lifelong Age Transformation with a Deep Generative Prior
    Xianxu Hou, Xiaokang Zhang, Hanbang Liang, Linlin Shen, and Zhong Ming
    IEEE Transactions on Multimedia (TMM) , 2022
    PDF
  5. CVPR
    CLIMS: Cross Language Image Matching for Weakly Supervised Semantic Segmentation
    Jinheng Xie†, Xianxu Hou†, Kai Ye, and Linlin Shen
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , 2022
    PDF Code
  6. CVPR
    C2AM: Contrastive learning of Class-agnostic Activation Map for Weakly Supervised Object Localization and Semantic Segmentation
    Jinheng Xie, Jianfeng Xiang, Junliang Chen, Xianxu Hou, Xiaodong Zhao, and Linlin Shen
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , 2022
    PDF Code
  7. ISPRS
    Improving synthetic 3D model-aided indoor image localization via domain adaptation
    Qing Li, Rui Cao, Jiasong Zhu, Xianxu Hou, Jun Liu, Sen Jia, Qingquan Li, and Guoping Qiu
    ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS) , 2022
    PDF
  8. NN
    GuidedStyle: Attribute knowledge guided style manipulation for semantic face editing
    Xianxu Hou, Xiaokang Zhang, Hanbang Liang, Linlin Shen, Zhihui Lai, and Jun Wan
    Neural Networks (NN) , 2022
    PDF
  9. FEAT: Face Editing with Attention
    Xianxu Hou, Linlin Shen, Or Patashnik, Daniel Cohen-Or, and Hui Huang
    arXiv preprint arXiv:2202.02713 , 2022
    PDF

2021

  1. ACM MM
    SSFlow: Style-guided Neural Spline Flows for Face Image Manipulation
    Hanbang Liang, Xianxu Hou, and Linlin Shen
    In Proceedings of the ACM International Conference on Multimedia (ACM MM) , 2021
    PDF
  2. SR
    Automated tumor proportion score analysis for PD-L1 (22C3) expression in lung squamous cell carcinoma
    Jingxin Liu, Qiang Zheng, Xiao Mu, Yanfei Zuo, Bo Xu, Yan Jin, Yue Wang, Hua Tian, Yongguo Yang, Qianqian Xue, and others
    Scientific reports (SR) , 2021
    PDF
  3. IJCNN
    GazeFlow: Gaze Redirection with Normalizing Flows
    Yong Wu, Hanbang Liang, Xianxu Hou, and Linlin Shen
    In International Joint Conference on Neural Networks (IJCNN) , 2021
    PDF
  4. NN
    Robust facial landmark detection by cross-order cross-semantic deep network
    Jun Wan, Zhihui Lai, Linlin Shen, Jie Zhou, Can Gao, Gang Xiao, and Xianxu Hou
    Neural Networks (NN) , 2021
    PDF

2020

  1. TIP
    End-to-end single image fog removal using enhanced cycle consistent adversarial networks
    Wei Liu, Xianxu Hou, Jiang Duan, and Guoping Qiu
    IEEE Transactions on Image Processing (TIP) , 2020
    PDF
  2. IVC
    Class-aware domain adaptation for improving adversarial robustness
    Xianxu Hou, Jingxin Liu, Bolei Xu, Xiaolong Wang, Bozhi Liu, and Guoping Qiu
    Image and Vision Computing (IVC) , 2020
    PDF
  3. MMM
    VHS to HDTV Video Translation Using Multi-task Adversarial Learning
    Hongming Luo, Guangsen Liao, Xianxu Hou, Bozhi Liu, Fei Zhou, and Guoping Qiu
    In International Conference on Multimedia Modeling (MMM) , 2020
    PDF
  4. CVPR
    End-to-end illuminant estimation based on deep metric learning
    Bolei Xu, Jingxin Liu, Xianxu Hou, Bozhi Liu, and Guoping Qiu
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , 2020
    PDF

2019

  1. TMI
    Attention by selection: A deep selective attention approach to breast cancer classification
    Bolei Xu, Jingxin Liu, Xianxu Hou, Bozhi Liu, Jon Garibaldi, Ian O Ellis, Andy Green, Linlin Shen, and Guoping Qiu
    IEEE transactions on medical imaging (TMI) , 2019
    PDF
  2. IVC
    Deep reinforcement learning-based patch selection for illuminant estimation
    Bolei Xu, Jingxin Liu, Xianxu Hou, Bozhi Liu, and Guoping Qiu
    Image and Vision Computing (IVC) , 2019
    PDF
  3. MICCAI
    Dual adaptive pyramid network for cross-stain histopathology image segmentation
    Xianxu Hou†, Jingxin Liu†, Bolei Xu, Bozhi Liu, Xin Chen, Mohammad Ilyas, Ian Ellis, Jon Garibaldi, and Guoping Qiu
    In International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI) , 2019
    PDF
  4. Neurocomputing
    Improving variational autoencoder with deep feature consistent and generative adversarial training
    Xianxu Hou, Ke Sun, Linlin Shen, and Guoping Qiu
    Neurocomputing (Neurocomputing) , 2019
    PDF
  5. CVPRW
    Learning deep image priors for blind image denoising
    Xianxu Hou, Hongming Luo, Jingxin Liu, Bolei Xu, Ke Sun, Yuanhao Gong, Bozhi Liu, and Guoping Qiu
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) , 2019
    PDF

2018

  1. VCIP
    Direct Application of Convolutional Neural Network Features to Image Quality Assessment
    Xianxu Hou, Ke Sun, Bozhi Liu, Yuanhao Gong, Jonathan Garibaldi, and Guoping Qiu
    In IEEE Visual Communications and Image Processing (VCIP) , 2018
    PDF

2017

  1. Deep feature consistent deep image transformations: Downscaling, decolorization and HDR tone mapping
    Xianxu Hou, Jiang Duan, and Guoping Qiu
    arXiv preprint arXiv:1707.09482 , 2017
    PDF
  2. Image companding and inverse halftoning using deep convolutional neural networks
    Xianxu Hou, and Guoping Qiu
    arXiv preprint arXiv:1707.00116 , 2017
    PDF
  3. MVA
    Object specific deep feature and its application to face detection
    Xianxu Hou, Jiasong Zhu, Ke Sun, Linlin Shen, and Guoping Qiu
    In 2017 Fifteenth IAPR International Conference on Machine Vision Applications (MVA) (MVA) , 2017
    PDF
  4. WACV
    Deep feature consistent variational autoencoder
    Xianxu Hou, Linlin Shen, Ke Sun, and Guoping Qiu
    In IEEE winter conference on applications of computer vision (WACV) (WACV) , 2017
    PDF Code