publications

2024

1. CVPR

   LDP: Language-driven Dual-Pixel Image Defocus Deblurring Network

   Hao Yang, Liyuan Pan, Yan Yang, and 2 more authors

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2024

   Bib PDF

   @inproceedings{YangHao_2024_CVPR2,
     author = {Yang, Hao and Pan, Liyuan and Yang, Yan and Hartley, Richard and Liu, Miaomiao},
     title = {LDP: Language-driven Dual-Pixel Image Defocus Deblurring Network},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     month = jun,
     year = {2024},
     pages = {XX-XX},
     publisher = {CVPR},
     dimensions = {true}
   }

2. CVPR

   Language-driven All-in-one Adverse Weather Removal

   Hao Yang, Liyuan Pan, Yan Yang, and 1 more author

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2024

   Bib PDF

   @inproceedings{YangHao_2024_CVPR1,
     author = {Yang, Hao and Pan, Liyuan and Yang, Yan and Liang, Wei},
     title = {Language-driven All-in-one Adverse Weather Removal},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     month = jun,
     year = {2024},
     pages = {XX-XX},
     publisher = {CVPR},
     dimensions = {true}
   }

3. AAAI

   MA-Net: Rethinking Neural Unit in the light of Astrocytes

   Mengqiao Han, Liyuan Pan, and Xiabi Liu

   In The Annual AAAI Conference on Artificial Intelligence (AAAI), Feb 2024

   Bib PDF

   @inproceedings{Han_2024_AAAI,
     author = {Han, Mengqiao and Pan, Liyuan and Liu, Xiabi},
     title = {MA-Net: Rethinking Neural Unit in the light of Astrocytes},
     booktitle = {The Annual AAAI Conference on Artificial Intelligence (AAAI)},
     month = feb,
     year = {2024},
     pages = {XX-XX},
     publisher = {AAAI},
     dimensions = {true}
   }

4. WACV

   Convolutional Masked Image Modeling for Dense Prediction Tasks on Pathology Images

   Yan Yang, Liyuan Pan, Liu Liu, and 1 more author

   In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Jan 2024

   Bib

   @inproceedings{Pan_2024_WACV,
     author = {Yang, Yan and Pan, Liyuan and Liu, Liu and Stone, Eric A},
     title = {Convolutional Masked Image Modeling for Dense Prediction Tasks on Pathology Images},
     booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
     month = jan,
     year = {2024},
     pages = {},
     publisher = {WACV},
     dimensions = {true}
   }

2023

1. NeurIPS

   L2T-DLN: Learning to Teach with Dynamic Loss Network

   Zhaoyang Hai, Liyuan Pan, Xiabi Liu, and 2 more authors

   In Advances in Neural Information Processing Systems, Dec 2023

   Bib

   @inproceedings{Hai_2023_Neurips,
     author = {Hai, Zhaoyang and Pan, Liyuan and Liu, Xiabi and Liu, Zhengzheng and Yunita, Mirna},
     booktitle = {Advances in Neural Information Processing Systems},
     pages = {},
     publisher = {Curran Associates, Inc.},
     title = {L2T-DLN: Learning to Teach with Dynamic Loss Network},
     url = {},
     volume = {32},
     month = dec,
     year = {2023},
     dimensions = {true},
   }

2. ICCV

   Event Camera Data Pre-training

   Yan Yang, Liyuan Pan, and Liu Liu

   In Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), Oct 2023

   Abs Bib HTML PDF

   A pre-trained neural network for handling event camera data. Transfer it for downstream tasks!

   @inproceedings{Yang_2023_ICCV,
     author = {Yang, Yan and Pan, Liyuan and Liu, Liu},
     title = {Event Camera Data Pre-training},
     booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
     month = oct,
     year = {2023},
     pages = {10699-10709},
     publisher = {ICCV},
     dimensions = {true}
   }

3. CVPR

   AstroNet: When Astrocyte Meets Artificial Neural Network

   Mengqiao Han, Liyuan Pan, and Xiabi Liu

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2023

   Abs Bib PDF

   An AstroNet that can adaptively optimize neuron connections and achieves structure learning.

   @inproceedings{Han_2023_CVPR,
     author = {Han, Mengqiao and Pan, Liyuan and Liu, Xiabi},
     title = {AstroNet: When Astrocyte Meets Artificial Neural Network},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     month = jun,
     year = {2023},
     pages = {20258-20268},
     publisher = {CVPR},
     dimensions = {true}
   }

4. CVPR

   K3DN: Disparity-Aware Kernel Estimation for Dual-Pixel Defocus Deblurring

   Yan Yang, Liyuan Pan, Liu Liu, and 1 more author

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2023

   Abs Bib PDF

   Train kernels for Dual-Pixel defocus deblurring!

   @inproceedings{Yang_2023_CVPR,
     author = {Yang, Yan and Pan, Liyuan and Liu, Liu and Liu, Miaomiao},
     title = {K3DN: Disparity-Aware Kernel Estimation for Dual-Pixel Defocus Deblurring},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     month = jun,
     year = {2023},
     pages = {13263-13272},
     publisher = {CVPR},
     dimensions = {true}
   }

2022

1. BMVC

   ISG: I can See Your Gene Expression

   Yan Yang, Liyuan Pan, Liu liu, and 1 more author

   In 33rd British Machine Vision Conference 2022, BMVC 2022, London, UK, November 21-24, 2022, Jun 2022

   Bib HTML PDF

   @inproceedings{Yang_2022_BMVC,
     author = {Yang, Yan and Pan, Liyuan and liu, Liu and Stone, Eric A},
     title = {ISG: I can See Your Gene Expression},
     booktitle = {33rd British Machine Vision Conference 2022, {BMVC} 2022, London, UK, November 21-24, 2022},
     publisher = {BMVC},
     year = {2022},
     url = {https://bmvc2022.mpi-inf.mpg.de/0173.pdf},
     dimensions = {true}
   }

2. ISMAR

   FGCNet: Fast Graph Convolution for Matching Features

   Liu Liu, Liyuan Pan, Wei Luo, and 3 more authors

   In 2022 IEEE International Symposium on Mixed and Augmented Reality Adjunct (ISMAR-Adjunct), Jun 2022

   Bib HTML PDF

   @inproceedings{liu2022fgcnet,
     title = {FGCNet: Fast Graph Convolution for Matching Features},
     author = {Liu, Liu and Pan, Liyuan and Luo, Wei and Xu, Qichao and Wen, Yuxiang and Li, Jiangwei},
     booktitle = {2022 IEEE International Symposium on Mixed and Augmented Reality Adjunct (ISMAR-Adjunct)},
     pages = {453--458},
     year = {2022},
     organization = {IEEE},
     publisher = {ISMAR},
     dimensions = {true}
   }

3. 综述

   全像素双核成像技术及应用研究综述

   戴玉超,  章飞宇,  潘利源, and 2 more authors

   Jun 2022

   Bib PDF

   @article{戴玉超2022全像素双核成像技术及应用研究综述,
     title = {全像素双核成像技术及应用研究综述},
     author = {戴玉超 and 章飞宇 and 潘利源 and 项末初 and 何明一},
     year = {2022},
     publisher = {中国图象图形学报},
     dimensions = {true}
   }

4. WACV

   Biomass Prediction With 3D Point Clouds From LiDAR

   Liyuan Pan, Liu Liu, Anthony G. Condon, and 6 more authors

   In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Jan 2022

   Bib HTML PDF

   @inproceedings{Pan_2022_WACV,
     author = {Pan, Liyuan and Liu, Liu and Condon, Anthony G. and Estavillo, Gonzalo M. and Coe, Robert A. and Bull, Geoff and Stone, Eric A. and Petersson, Lars and Rolland, Vivien},
     title = {Biomass Prediction With 3D Point Clouds From LiDAR},
     booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
     month = jan,
     year = {2022},
     pages = {1330-1340},
     publisher = {WACV},
     dimensions = {true}
   }

2021

1. CVPR

   Dual Pixel Exploration: Simultaneous Depth Estimation and Image Restoration

   Liyuan Pan, Shah Chowdhury, Richard Hartley, and 3 more authors

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2021

   Bib HTML PDF

   @inproceedings{Pan_2021_CVPR,
     author = {Pan, Liyuan and Chowdhury, Shah and Hartley, Richard and Liu, Miaomiao and Zhang, Hongguang and Li, Hongdong},
     title = {Dual Pixel Exploration: Simultaneous Depth Estimation and Image Restoration},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     month = jun,
     year = {2021},
     pages = {4340-4349},
     publisher = {CVPR},
     dimensions = {true}
   }

2020

1. TPAMI

   High frame rate video reconstruction based on an event camera

   Liyuan Pan, Richard Hartley, Cedric Scheerlinck, and 3 more authors

   IEEE Transactions on Pattern Analysis and Machine Intelligence, Jun 2020

   Bib PDF

   @article{pan2020high,
     title = {High frame rate video reconstruction based on an event camera},
     author = {Pan, Liyuan and Hartley, Richard and Scheerlinck, Cedric and Liu, Miaomiao and Yu, Xin and Dai, Yuchao},
     journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
     volume = {44},
     number = {5},
     pages = {2519--2533},
     year = {2020},
     publisher = {IEEE},
     dimensions = {true}
   }

2. CVPR

   Single Image Optical Flow Estimation With an Event Camera

   Liyuan Pan, Miaomiao Liu, and Richard Hartley

   In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2020

   Bib PDF

   @inproceedings{Pan_2020_CVPR,
     author = {Pan, Liyuan and Liu, Miaomiao and Hartley, Richard},
     title = {Single Image Optical Flow Estimation With an Event Camera},
     booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     month = jun,
     year = {2020},
     publisher = {CVPR},
     dimensions = {true}
   }

2019

1. TIP

   Joint stereo video deblurring, scene flow estimation and moving object segmentation

   Liyuan Pan, Yuchao Dai, Miaomiao Liu, and 2 more authors

   IEEE Transactions on Image Processing, Jun 2019

   Bib PDF

   @article{pan2019joint,
     title = {Joint stereo video deblurring, scene flow estimation and moving object segmentation},
     author = {Pan, Liyuan and Dai, Yuchao and Liu, Miaomiao and Porikli, Fatih and Pan, Quan},
     journal = {IEEE Transactions on Image Processing},
     volume = {29},
     pages = {1748--1761},
     year = {2019},
     publisher = {IEEE},
     dimensions = {true}
   }

2. WACV

   Single image deblurring and camera motion estimation with depth map

   Liyuan Pan, Yuchao Dai, and Miaomiao Liu

   In 2019 IEEE Winter Conference on Applications of Computer Vision (WACV), Jun 2019

   Bib PDF

   @inproceedings{pan2019single,
     title = {Single image deblurring and camera motion estimation with depth map},
     author = {Pan, Liyuan and Dai, Yuchao and Liu, Miaomiao},
     booktitle = {2019 IEEE Winter Conference on Applications of Computer Vision (WACV)},
     pages = {2116--2125},
     year = {2019},
     organization = {IEEE},
     publisher = {WACV},
     dimensions = {true}
   }

3. CVPR

   Phase-Only Image Based Kernel Estimation for Single Image Blind Deblurring

   Liyuan Pan, Richard Hartley, Miaomiao Liu, and 1 more author

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2019

   Bib HTML PDF

   @inproceedings{Pan_2019_CVPR,
     author = {Pan, Liyuan and Hartley, Richard and Liu, Miaomiao and Dai, Yuchao},
     title = {Phase-Only Image Based Kernel Estimation for Single Image Blind Deblurring},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     month = jun,
     year = {2019},
     publisher = {CVPR},
     dimensions = {true}
   }

4. CVPR

   Bringing a Blurry Frame Alive at High Frame-Rate With an Event Camera

   Liyuan Pan, Cedric Scheerlinck, Xin Yu, and 3 more authors

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2019

   Bib HTML PDF

   @inproceedings{Pan_2019_CVPR2,
     author = {Pan, Liyuan and Scheerlinck, Cedric and Yu, Xin and Hartley, Richard and Liu, Miaomiao and Dai, Yuchao},
     title = {Bringing a Blurry Frame Alive at High Frame-Rate With an Event Camera},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     month = jun,
     year = {2019},
     publisher = {CVPR},
     dimensions = {true}
   }

2018

1. WACV

   Depth map completion by jointly exploiting blurry color images and sparse depth maps

   Liyuan Pan, Yuchao Dai, Miaomiao Liu, and 1 more author

   In 2018 IEEE winter conference on applications of computer vision (WACV), Jun 2018

   Bib PDF

   @inproceedings{pan2018depth,
     title = {Depth map completion by jointly exploiting blurry color images and sparse depth maps},
     author = {Pan, Liyuan and Dai, Yuchao and Liu, Miaomiao and Porikli, Fatih},
     booktitle = {2018 IEEE winter conference on applications of computer vision (WACV)},
     pages = {1377--1386},
     year = {2018},
     organization = {IEEE},
     publisher = {WACV},
     dimensions = {true}
   }

2017

1. CVPR

   Simultaneous Stereo Video Deblurring and Scene Flow Estimation

   Liyuan Pan, Yuchao Dai, Miaomiao Liu, and 1 more author

   In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Jul 2017

   Bib HTML PDF

   @inproceedings{Pan_2017_CVPR,
     author = {Pan, Liyuan and Dai, Yuchao and Liu, Miaomiao and Porikli, Fatih},
     title = {Simultaneous Stereo Video Deblurring and Scene Flow Estimation},
     booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
     month = jul,
     year = {2017},
     publisher = {CVPR},
     dimensions = {true}
   }