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20102022
most citedDeep Learning for Single Image Super-Resolution: A Brief Review

1.2k citations

Showing 2019Show all

11 papers · 1 filter

eess.IV2019★ 27 cited

Deep Learning on Image Denoising: An overview

Chunwei Tian, Lunke Fei, Wenxian Zheng +3

Deep learning techniques have received much attention in the area of image denoising. However, there are substantial differences in the various types of deep learning methods deali…

cs.CR2019★ 2 cited

Visual Privacy Protection via Mapping Distortion

Yiming Li, Peidong Liu, Yong Jiang +1

Privacy protection is an important research area, which is especially critical in this big data era. To a large extent, the privacy of visual classification data is mainly in the m…

cs.CV2019★ 22 cited

Cali-Sketch: Stroke Calibration and Completion for High-Quality Face Image Generation from Human-Like Sketches

Weihao Xia, Yujiu Yang, Jing-Hao Xue

Image generation has received increasing attention because of its wide application in security and entertainment. Sketch-based face generation brings more fun and better quality of…

cs.CV2019★ 83 cited

An α-Matte Boundary Defocus Model Based Cascaded Network for Multi-focus Image Fusion

Haoyu Ma, Qingmin Liao, Juncheng Zhang +2

Capturing an all-in-focus image with a single camera is difficult since the depth of field of the camera is usually limited. An alternative method to obtain the all-in-focus image…

cs.CV2019

Adversarial Defense via Local Flatness Regularization

Jia Xu, Yiming Li, Yong Jiang +1

Adversarial defense is a popular and important research area. Due to its intrinsic mechanism, one of the most straightforward and effective ways of defending attacks is to analyze…

eess.IV2019★ 17 cited

LCSCNet: Linear Compressing Based Skip-Connecting Network for Image Super-Resolution

Wenming Yang, Xuechen Zhang, Yapeng Tian +3

In this paper, we develop a concise but efficient network architecture called linear compressing based skip-connecting network (LCSCNet) for image super-resolution. Compared with t…

physics.optics2019★ 121 cited

Complex vectorial optics through gradient index lens cascades

Chao He, Jintao Chang, Qi Hu +10

Graded index (GRIN) lenses are commonly used for compact imaging systems. It is not widely appreciated that the ion-exchange process that creates the rotationally symmetric GRIN le…

cs.LG2019★ 1 cited

--means: A Robust and Stable -means Variant

Yiming Li, Yang Zhang, Qingtao Tang +3

-means algorithm is one of the most classical clustering methods, which has been widely and successfully used in signal processing. However, due to the thin-tailed property of t…

cs.CV2019★ 317 cited

STAR: A Structure and Texture Aware Retinex Model

Jun Xu, Yingkun Hou, Dongwei Ren +5

Retinex theory is developed mainly to decompose an image into the illumination and reflectance components by analyzing local image derivatives. In this theory, larger derivatives a…

eess.IV2019★ 21 cited

Rapid and robust whole slide imaging based on LED-array illumination and color-multiplexed single-shot autofocusing

Shaowei Jiang, Zichao Bian, Xizhi Huang +4

Background: The use of whole slide imaging (WSI) for digital pathology has recently been cleared for primary diagnosis in the US. A conventional WSI system scans the tissue slide t…

cs.CV2019★ 20 cited

Boundary Aware Multi-Focus Image Fusion Using Deep Neural Network

Haoyu Ma, Juncheng Zhang, Shaojun Liu +1

Since it is usually difficult to capture an all-in-focus image of a 3D scene directly, various multi-focus image fusion methods are employed to generate it from several images focu…