36 citations · 164 across the 26 of their papers we have counts for
5 papers · 1 filter
Functional Neural Networks for Parametric Image Restoration Problems
Fangzhou Luo, Xiaolin Wu, Yanhui Guo
Almost every single image restoration problem has a closely related parameter, such as the scale factor in super-resolution, the noise level in image denoising, and the quality fac…
Data Acquisition and Preparation for Dual-reference Deep Learning of Image Super-Resolution
Yanhui Guo, Xiaolin Wu, Xiao Shu
The performance of deep learning based image super-resolution (SR) methods depend on how accurately the paired low and high resolution images for training characterize the sampling…
Multi-modality Deep Restoration of Extremely Compressed Face Videos
Xi Zhang, Xiaolin Wu
Arguably the most common and salient object in daily video communications is the talking head, as encountered in social media, virtual classrooms, teleconferences, news broadcastin…
Light Pollution Reduction in Nighttime Photography
Chang Liu, Xiaolin Wu
Nighttime photographers are often troubled by light pollution of unwanted artificial lights. Artificial lights, after scattered by aerosols in the atmosphere, can inundate the star…
Attention-guided Image Compression by Deep Reconstruction of Compressive Sensed Saliency Skeleton
Xi Zhang, Xiaolin Wu
We propose a deep learning system for attention-guided dual-layer image compression (AGDL). In the AGDL compression system, an image is encoded into two layers, a base layer and an…