A comprehensive review of deep learning-based single image super-resolution

Image super-resolution reconstruction based on feature map attention mechanism

(2021) Yuantao Chen et al.   APPLIED INTELLIGENCE

Evaluation and development of deep neural networks for image super-resolution in optical microscopy

(2021) Chang Qiao et al.   NATURE METHODS

Small Object Detection in Remote Sensing Images with Residual Feature Aggregation-Based Super-Resolution and Object Detector Network

(2021) Syed Muhammad Arsalan Bashir et al.   Remote Sensing

Deep Learning for the Assisted Diagnosis of Movement Disorders, Including Isolated Dystonia

(2021) Syed Muhammad Arsalan Bashir et al.   Frontiers in Neurology

Deep Image Prior

(2020) Dmitry Ulyanov et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Improved compressed sensing and super‐resolution of cardiac diffusion MRI with structure‐guided total variation

(2020) Irvin Teh et al.   MAGNETIC RESONANCE IN MEDICINE

Constructing multilayer locality-constrained matrix regression framework for noise robust face super-resolution

(2020) Guangwei Gao et al.   PATTERN RECOGNITION

Video super-resolution based on a spatio-temporal matching network

(2020) Xiaobin Zhu et al.   PATTERN RECOGNITION

Image super-resolution via channel attention and spatial graph convolutional network

(2020) Yue Yang et al.   PATTERN RECOGNITION

Deep Learning for Image Super-Resolution: A Survey

(2020) Zhihao Wang et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Adversarial training with cycle consistency for unsupervised super-resolution in endomicroscopy

(2019) Daniele Ravì et al.   MEDICAL IMAGE ANALYSIS

Achieving Super-Resolution Remote Sensing Images via the Wavelet Transform Combined With the Recursive Res-Net

(2019) Wen Ma et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A Comparable Study of CNN-Based Single Image Super-Resolution for Space-Based Imaging Sensors

(2019) Haopeng Zhang et al.   SENSORS

MR image reconstruction using deep learning: evaluation of network structure and loss functions

(2019) Vahid Ghodrati et al.   Quantitative Imaging in Medicine and Surgery

Deep learning methods in real-time image super-resolution: a survey

(2019) Xiaofang Li et al.   Journal of Real-Time Image Processing

CNN-based superresolution reconstruction of 3D MR images using thick-slice scans

(2019) Jakub Jurek et al.   Biocybernetics and Biomedical Engineering

Deep Learning for Single Image Super-Resolution: A Brief Review

(2019) Wenming Yang et al.   IEEE TRANSACTIONS ON MULTIMEDIA

Wavelet-based residual attention network for image super-resolution

(2019) Shengke Xue et al.   NEUROCOMPUTING

Deep Learning for Multiple-Image Super-Resolution

(2019) Michal Kawulok et al.   IEEE Geoscience and Remote Sensing Letters

Enhancing Image Quality via Style Transfer for Single Image Super-Resolution

(2018) Xin Deng   IEEE SIGNAL PROCESSING LETTERS

NIMA: Neural Image Assessment

(2018) Hossein Talebi et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Learning Temporal Dynamics for Video Super-Resolution: A Deep Learning Approach

(2018) Ding Liu et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Deep Neural Networks for No-Reference and Full-Reference Image Quality Assessment

(2018) Sebastian Bosse et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

End-to-End Blind Image Quality Assessment Using Deep Neural Networks

(2018) Kede Ma et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Improved SSIM IQA of contrast distortion based on the contrast sensitivity characteristics of HVS

(2018) Juncai Yao et al.   IET Image Processing

Super-resolution musculoskeletal MRI using deep learning

(2018) Akshay S. Chaudhari et al.   MAGNETIC RESONANCE IN MEDICINE

Deep convolution network for surveillance records super-resolution

(2018) Pourya Shamsolmoali et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Spatio-Temporal Super-Resolution Reconstruction of Remote-Sensing Images Based on Adaptive Multi-Scale Detail Enhancement

(2018) Hong Zhu et al.   SENSORS

Effective deep learning training for single-image super-resolution in endomicroscopy exploiting video-registration-based reconstruction

(2018) Daniele Ravì et al.   International Journal of Computer Assisted Radiology and Surgery

Evaluating super-resolution reconstruction of satellite images

(2018) Pawel Benecki et al.   ACTA ASTRONAUTICA

Image super-resolution using progressive generative adversarial networks for medical image analysis

(2018) Dwarikanath Mahapatra et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

dipIQ: Blind Image Quality Assessment by Learning-to-Rank Discriminable Image Pairs

(2017) Kede Ma et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Hallucinating Compressed Face Images

(2017) Chih-Yuan Yang et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Super-resolution for everybody: An image processing workflow to obtain high-resolution images with a standard confocal microscope

(2017) France Lam et al.   METHODS

Exploring sex differences in the adult zebra finch brain: In vivo diffusion tensor imaging and ex vivo super-resolution track density imaging

(2017) Julie Hamaide et al.   NEUROIMAGE

Convolutional low-resolution fine-grained classification

(2017) Dingding Cai et al.   PATTERN RECOGNITION LETTERS

Super-Resolution Reconstruction of High-Resolution Satellite ZY-3 TLC Images

(2017) Lin Li et al.   SENSORS

Deep Learning- and Transfer Learning-Based Super Resolution Reconstruction from Single Medical Image

(2017) YiNan Zhang et al.   Journal of Healthcare Engineering

Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources

(2017) Xiao Xiang Zhu et al.   IEEE Geoscience and Remote Sensing Magazine

A performance comparison among different super-resolution techniques

(2016) Damber Thapa et al.   COMPUTERS & ELECTRICAL ENGINEERING

Image Super-Resolution Using Deep Convolutional Networks

(2016) Chao Dong et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Sparse deconvolution of high-density super-resolution images

(2016) Siewert Hugelier et al.   Scientific Reports

Super-resolution reconstruction of diffusion parameters from diffusion-weighted images with different slice orientations

(2015) Gwendolyn Van Steenkiste et al.   MAGNETIC RESONANCE IN MEDICINE

The Pascal Visual Object Classes Challenge: A Retrospective

(2014) Mark Everingham et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Super-resolution: a comprehensive survey

(2014) Kamal Nasrollahi et al.   MACHINE VISION AND APPLICATIONS

Perspective Texture Synthesis Based on Improved Energy Optimization

(2014) Syed Muhammad Arsalan Bashir et al.   PLoS One

Towards a Mathematical Theory of Super-resolution

(2013) Emmanuel J. Candès et al.   COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS

Making a “Completely Blind” Image Quality Analyzer

(2012) A. Mittal et al.   IEEE SIGNAL PROCESSING LETTERS

Blind Image Quality Assessment: A Natural Scene Statistics Approach in the DCT Domain

(2012) M. A. Saad et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Image and video upscaling from local self-examples

(2011) Gilad Freedman et al.   ACM TRANSACTIONS ON GRAPHICS

FSIM: A Feature Similarity Index for Image Quality Assessment

(2011) Lin Zhang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Robust Web Image/Video Super-Resolution

(2010) Zhiwei Xiong et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Image Super-Resolution Via Sparse Representation

(2010) Jianchao Yang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Single-Image Super-Resolution Using Sparse Regression and Natural Image Prior

(2010) Kwang In Kim et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Contour Detection and Hierarchical Image Segmentation

(2010) P Arbeláez et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Content-partitioned structural similarity index for image quality assessment

(2010) Chaofeng Li et al.   SIGNAL PROCESSING-IMAGE COMMUNICATION

A super-resolution reconstruction algorithm for surveillance images

(2009) Liangpei Zhang et al.   SIGNAL PROCESSING

Generalizing the Nonlocal-Means to Super-Resolution Reconstruction

(2008) M. Protter et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Fluorescent probes for super-resolution imaging in living cells

(2008) Marta Fernández-Suárez et al.   NATURE REVIEWS MOLECULAR CELL BIOLOGY

Three-Dimensional Super-Resolution Imaging by Stochastic Optical Reconstruction Microscopy

(2008) B. Huang et al.   SCIENCE