28 citations · 83 across the 8 of their papers we have counts for
8 papers
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…
Deep Learning with Inaccurate Training Data for Image Restoration
Bolin Liu, Xiao Shu, Xiaolin Wu
In many applications of deep learning, particularly those in image restoration, it is either very difficult, prohibitively expensive, or outright impossible to obtain paired traini…
Demoiréing of Camera-Captured Screen Images Using Deep Convolutional Neural Network
Bolin Liu, Xiao Shu, Xiaolin Wu
Taking photos of optoelectronic displays is a direct and spontaneous way of transferring data and keeping records, which is widely practiced. However, due to the analog signal inte…
Learning-Based Dequantization For Image Restoration Against Extremely Poor Illumination
Chang Liu, Xiaolin Wu, Xiao Shu
All existing image enhancement methods, such as HDR tone mapping, cannot recover A/D quantization losses due to insufficient or excessive lighting, (underflow and overflow problems…
Cognitive Deficit of Deep Learning in Numerosity
Xiaolin Wu, Xi Zhang, Xiao Shu
Subitizing, or the sense of small natural numbers, is an innate cognitive function of humans and primates; it responds to visual stimuli prior to the development of any symbolic sk…
Single Image Reflection Removal Using Deep Encoder-Decoder Network
Zhixiang Chi, Xiaolin Wu, Xiao Shu +1
Image of a scene captured through a piece of transparent and reflective material, such as glass, is often spoiled by a superimposed layer of reflection image. While separating the…
Fast Screening Algorithm for Rotation and Scale Invariant Template Matching
Bolin Liu, Xiao Shu, Xiaolin Wu
This paper presents a generic pre-processor for expediting conventional template matching techniques. Instead of locating the best matched patch in the reference image to a query t…
Quality Adaptive Low-Rank Based JPEG Decoding with Applications
Xiao Shu, Xiaolin Wu
Small compression noises, despite being transparent to human eyes, can adversely affect the results of many image restoration processes, if left unaccounted for. Especially, compre…