3 citations · 4 across the 3 of their papers we have counts for
5 papers
NTIRE 2021 Challenge on Perceptual Image Quality Assessment
Jinjin Gu, Haoming Cai, Chao Dong +47
This paper reports on the NTIRE 2021 challenge on perceptual image quality assessment (IQA), held in conjunction with the New Trends in Image Restoration and Enhancement workshop (…
(ASNA) An Attention-based Siamese-Difference Neural Network with Surrogate Ranking Loss function for Perceptual Image Quality Assessment
Seyed Mehdi Ayyoubzadeh, Ali Royat
Recently, deep convolutional neural networks (DCNN) that leverage the adversarial training framework for image restoration and enhancement have significantly improved the processed…
Lossless Compression of Mosaic Images with Convolutional Neural Network Prediction
Seyed Mehdi Ayyoubzadeh, Xiaolin Wu
We present a CNN-based predictive lossless compression scheme for raw color mosaic images of digital cameras. This specialized application problem was previously understudied but i…
Adaptive Loss Function for Super Resolution Neural Networks Using Convex Optimization Techniques
Seyed Mehdi Ayyoubzadeh, Xiaolin Wu
Single Image Super-Resolution (SISR) task refers to learn a mapping from low-resolution images to the corresponding high-resolution ones. This task is known to be extremely difficu…
Filter Bank Regularization of Convolutional Neural Networks
Seyed Mehdi Ayyoubzadeh, Xiaolin Wu
Regularization techniques are widely used to improve the generality, robustness, and efficiency of deep convolutional neural networks (DCNNs). In this paper, we propose a novel app…