Liyan Sun — accepted AI-conference papers

2022

Unsupervised Underwater Image Restoration: From a Homology Perspective

Zhenqi Fu, Huangxing Lin, Yan Yang, Shu Chai, Liyan Sun, Yue Huang +1

AAAI 2022technical

Underwater images suffer from degradation due to light scattering and absorption. It remains challenging to restore such degraded images using deep neural networks since real-world paired data is scarcely available while synthetic paired data cannot approximate real-world data perfectly. In this pap…

Cited by 103 Source ↗PDF ↗code ↗Scholar ↗

2018

A Segmentation-aware Deep Fusion Network for Compressed Sensing MRI

Zhiwen Fan, Liyan Sun, Xinghao Ding, Yue Huang, Congbo Cai, John Paisley

ECCV 2018poster

Compressed sensing MRI is a classic inverse problem in the field of computational imaging, accelerating the MR imaging by measuring less k-space data. The deep neural network models provide the stronger representation ability and faster reconstruction compared with "shallow" optimization-based metho…

Cited by 34 Source ↗PDF ↗Scholar ↗