A Review on Generative Adversarial Networks: Algorithms, Theory, and Applications_简单总结

SR_简单总结 ①
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GAN

GANISRGAN: Improved Super-Resolution Using Generative Adversarial Networks （CVC)
G-GANISR: Gradual generative adversarial network for image super resolution（NEUROCOMPUTING）
Stage-GAN with Semantic Maps for Large-scale Image Super-resolution （KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS）
Generative Adversarial Networks and Perceptual Losses for Video Super-Resolution (TIP)
Diverse adversarial network for image super-resolution （SIGNAL PROCESSING-IMAGE COMMUNICATION）
Simultaneous color-depth super-resolution with conditional generative adversarial networks (PATTERN RECOGNITION)
GAN with Pixel and Perceptual Regularizations for Photo-Realistic Joint Deblurring and Super-Resolution （ADVANCES IN COMPUTER GRAPHICS, CGI 2019）
Cooperative Adversarial Network for Accurate Super Resolution （ACCV 2018)
ROBUST SUPER-RESOLUTION GAN, WITH MANIFOLD-BASED AND PERCEPTION LOSS (ISBI 2019)
SPATIALLY ADAPTIVE LOSSES FOR VIDEO SUPER-RESOLUTION WITH GANS(ICASSP 2019)
HYPERSPECTRAL IMAGE SUPER-RESOLUTION USING GENERATIVE ADVERSARIAL NETWORK AND RESIDUAL LEARNING (ICASSP 2019)
Single-image super-resolution reconstruction via generative adversarial network (9TH INTERNATIONAL SYMPOSIUM ON ADVANCED OPTICAL MANUFACTURING AND TESTING TECHNOLOGIES: OPTOELECTRONIC MATERIALS AND DEVICES FOR SENSING AND IMAGING)
Multispectral image fusion using super-resolution conditional generative adversarial networks (JOURNAL OF APPLIED REMOTE SENSING)
Generative Adversarial Image Super-Resolution Through Deep Dense Skip Connections (COMPUTER GRAPHICS FORUM)
Deep unsupervised learning for image super-resolution with generative adversarial network (SIGNAL PROCESSING-IMAGE COMMUNICATION)
tempoGAN: A Temporally Coherent, Volumetric GAN for Super-resolution Fluid Flow (ACM TRANSACTIONS ON GRAPHICS)
Enhanced Discriminative Generative Adversarial Network for Face Super-Resolution （ADVANCES IN MULTIMEDIA INFORMATION PROCESSING - PCM 2018, PT II）
Efficient and Accurate MRI Super-Resolution Using a Generative Adversarial Network and 3D Multi-level Densely Connected Network （MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2018, PT I）
A Cascaded Refinement GAN for Phase Contrast Microscopy Image Super Resolution (MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2018, PT II)
Super-Resolution of Text Image Based on Conditional Generative Adversarial Network (ADVANCES IN MULTIMEDIA INFORMATION PROCESSING, PT III)
Efficient Super Resolution for Large-Scale Images Using Attentional GAN (BIG DATA 2018)
Single Image Super-Resolution Based on Wasserstein GANs (CCC 2018)
Dual Discriminator Generative Adversarial Network for Single Image Super-Resolution (ICSESS)
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs (CVPR 2018)
Unsupervised Image Super-Resolution using Cycle-in-Cycle Generative Adversarial Networks (CVPRW 2018)
A Fully Progressive Approach to Single-Image Super-Resolution (CVPRW 2018)
Joint Denoising and Super-Resolution via Generative Adversarial Training (ICPR 2018)
GENERATIVE ADVERSARIAL NETWORKS AND PERCEPTUAL LOSSES FOR VIDEO SUPER-RESOLUTION (ICIP 2018)

recursive network

Single image super-resolution with multi-level feature fusion recursive network（NEUROCOMPUTING）
New architecture of deep recursive convolution networks for super-resolution （KNOWLEDGE-BASED SYSTEMS）
Fast and efficient contrast-enhanced super-resolution without real-world data using concatenated recursive compressor-decompressor network (IET IMAGE PROCESSING)
HIERARCHICAL RECURSIVE NETWORK FOR SINGLE IMAGE SUPER RESOLUTION （2019 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA & EXPO WORKSHOPS (ICMEW)）
Super-Resolution Reconstruction of Images Based on Multi-Scale Recursive Network （Acta Optica Sinica）
Recursive Inception Network for Super-Resolution (ICPR 2018)

Residual network

Pyramid-Structured Depth MAP Super-Resolution Based on Deep Dense-Residual Network（IEEE SIGNAL PROCESSING LETTERS）Dual residual attention module network for single image super resolution （NEUROCOMPUTING）
Super-Resolution of Single Remote Sensing Image Based on Residual Dense Backprojection Networks （IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING）
Deep artifact-free residual network for single-image super-resolution （SIGNAL IMAGE AND VIDEO PROCESSING）
Single image super-resolution via multi-scale residual channel attention network（NEUROCOMPUTING）
Fast deep parallel residual network for accurate super resolution image processing （EXPERT SYSTEMS WITH APPLICATIONS）
Enhanced two-phase residual network for single image super-resolution （JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION）
Deep residual refining based pseudo-multi-frame network for effective single image super-resolution (IET IMAGE PROCESSING)
An Efficient Super-Resolution Network Based on Aggregated Residual Transformations (ELECTRONICS)
Symmetrical Residual Connections for Single Image Super-Resolution (ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS)
Super-resolution reconstruction of depth image based on edge-selected deep residual network （IEEE International Conference on Networking Sensing and Control）
Residual Invertible Spatio-Temporal Network for Video Super-Resolution （Residual Invertible Spatio-Temporal Network for Video Super-Resolution）
GRADIENT IMAGE SUPER-RESOLUTION FOR LOW-RESOLUTION IMAGE RECOGNITION (ICASSP 2019)
Fast Single Image Super-Resolution via Dilated Residual Networks （IEEE ACCESS）
Image Super-resolution Based on Recursive Residual Networks （Acta Automatica Sinica）
Image Super-Resolution Using Aggregated Residual Transformation Networks With Spatial Attention (IEEE ACCESS）
Deep Residual Network in Wavelet Domain for Image Super-resolution 基于小波域的深度残差网络图像超分辨率算法 （软件学报）
Super-Resolution Reconstruction of Accelerated Image Based on Deep Residual Network 基于深层残差网络的加速图像超分辨率重建 （光学学报）
Single Image Super Resolution Model Using Learnable Weight Factor in Residual Skip Connection （IEEE ACCESS）
Single-image super-resolution construction based on multi-scale dense residual network 多尺度密集残差网络的单幅图像超分辨率重建 (中国图象图形学报)
Multi-kernel based Deep Residual Networks for Image Super-Resolution (IWAIT) 2019Joint residual pyramid for joint image super-resolution (JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION)
Multiple Residual Learning Network for Single Image Super-Resolution (IEEE VCIP 2018)
Joint Back Projection and Residual Networks for Efficient Image Super-Resolution (APSIPA ASC)
Residual Dense Network for Image Super-Resolution (CVPR 2018)Image Super-resolution via Progressive Cascading Residual Network (CVPRw 2018)
Deep Residual Network with Enhanced Upscaling Module for Super-Resolution (CVPRW 2018)
Persistent Memory Residual Network for Single Image Super Resolution (CVPRW 2018)
Improved Residue based Gradual Up-Scaling Network for Single Image Super Resolution (CVPRW 2018)
SESR: Single Image Super Resolution with Recursive Squeeze and Excitation Networks (ICPR 2018)
DENSE BYNET: RESIDUAL DENSE NETWORK FOR IMAGE SUPER RESOLUTION (ICIP 2018)
SINGLE IMAGE SUPER RESOLUTION BASED ON DEEP RESIDUAL NETWORK VIA LATERAL MODULES (ICIP 2018)

CNN

Densely convolutional attention network for image super-resolution（NEUROCOMPUTING）
Remote sensing image super-resolution using deep-shallow cascaded convolutional neural networks （SENSOR REVIEW）
Deep convolution network for surveillance records super-resolution （MULTIMEDIA TOOLS AND APPLICATIONS）
Image super-resolution using TV priori guided convolutional network (PATTERN RECOGNITION LETTERS)
Super-Resolution via Image-Adapted Denoising CNNs: Incorporating External and Internal Learning (IEEE SIGNAL PROCESSING LETTERS)
Multi-Memory Convolutional Neural Network for Video Super-Resolution （TIP)Structure-preserving video super-resolution using three-dimensional convolutional neural networks （JOURNAL OF ELECTRONIC IMAGING）
Image Super-Resolution in Combination with Convolution Neural Network （Journal of Air Force Engineering University. Natural Science Edition）
Improved Super-Resolution Reconstruction of Single Image Based on Convolution Neural Network （Computer Engineering and Application）
Image Super-Resolution Algorithm Based on Composite Convolutional Neural Network （Computer Engineering and Application）
Deep CNN Jointing Low-High Level Feature for Image Super-Resolution (ICGIP 2018)
Real-Time Image Super-Resolution Using Recursive Depthwise Separable Convolution Network （IEEE ACCESS）
Advanced Super-Resolution using Lossless Pooling Convolutional Networks (WACV 2019)
Super-Resolution Convolutional Neural Networks Using Modified and Bilateral ReLU (ICEIC 2019)
Research on Image Super-Resolution Reconstruction of Super Deep Convolutional Neural Network 超深卷积神经网络的图像超分辨率重建研究 （计算机工程）
An improved image mixed noise removal algorithm based on super-resolution algorithm and CNN (NEURAL COMPUTING & APPLICATIONS)
End-to-End Image Super-Resolution via Deep and Shallow Convolutional Networks (IEEE ACCESS)
Learning depth super-resolution by using multi-scale convolutional neural network (JOURNAL OF INTELLIGENT & FUZZY SYSTEMS)
Single Image Super-Resolution Using Dual-Branch Convolutional Neural Network (IEEE ACCESS)
Single image super-resolution based on adaptive convolutional sparse coding and convolutional neural networks (JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION)
Image super-resolution with densely connected convolutional networks (APPLIED INTELLIGENCE)
Single image super-resolution using a polymorphic parallel CNN (APPLIED INTELLIGENCE)
Learning to perform joint image super-resolution and rain removal via a single-convolutional neural network (JOURNAL OF ELECTRONIC IMAGING)
Super-resolution reconstruction of astronomical images using time-scale adaptive normalized convolution (CHINESE JOURNAL OF AERONAUTICS)
Convolutional Neural Network-Based Residue Super-Resolution for Video Coding (IEEE VCIP 2018)
Fast Depth Map Super-Resolution using Deep Neural Network (ISMAR 2018)
DeepCS: Deep Convolutional Neural Network and SVM Based Single Image Super-Resolution （DATA DRIVEN TREATMENT RESPONSE ASSESSMENT AND PRETERM, PERINATAL, AND PAEDIATRIC IMAGE ANALYSIS）
Image Super-resolution Reconstruction Algorithm Based on Convolutional Neural Network (AUTEEE 2018)
Depth Image Super-Resolution with Semantic and RGB Images Using CNN (ICRAI 2018)
Super-resolution of Color Images using CNN (ICICCS)
Enhanced algorithm of image super-resolution based on dual-channel convolutional neural networks 基于双通道卷积神经网络的图像超分辨率增强算法 (计算机应用)
Dynamic Multi-mapping Convolutional Network for Image Super-Resolution (ICSIP 2018)
Single Image Super-ResolutionUsing Deep CNN with Dense Skip Connections and Inception-ResNet (ITME 2018)
SINGLE IMAGE SUPER-RESOLUTION USING A NON-LOCAL 3D CONVOLUTIONAL NEURAL NETWORK (GLOBALSIP 2018)
Single Image Super-Resolution Using Multi-scale Convolutional Neural Network (ADVANCES IN MULTIMEDIA INFORMATION PROCESSING - PCM 2017, PT I)
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations (CVPR 2018)
Large Receptive Field Networks for High-Scale Image Super-Resolution (CVPRW 2018)
Co-occurrent Structural Edge Detection for Color-Guided Depth Map Super-Resolution (MULTIMEDIA MODELING, MMM 2018, PT I)
Coarse-to-Fine Image Super-Resolution Using Convolutional Neural Networks (MULTIMEDIA MODELING, MMM 2018, PT II)
Enhanced Deep Image Super-Resolution (ICACCI)
Two-Stage Convolutional Network for Image Super-Resolution (ICPR 2018)
Revised Spatial Transformer Network towards Improved Image Super-resolutions (ICPR 2018)
Deep Pixel Probabilistic Model for Super Resolution Based on Human Visual Saliency Mechanism (ICPR 2018)
Convolutional Neural Network for Smoke Image Super-Resolution (CSAE2018)
Optimizing FPGA-based Convolutional Neural Networks Accelerator for Image Super-Resolution (ASP-DAC)

AUTO ENCODER

Super resolution reconstruction algorithm of video image based on deep self encoding learning (MULTIMEDIA TOOLS AND APPLICATIONS )
Convolutional Sparse Coding Using Wavelets for Single Image Super-Resolution （IEEE ACCESS）
Single image super-resolution using multi-scale deep encoder-decoder with phase congruency edge map guidance (INFORMATION SCIENCES)
Realistic single-image super-resolution using autoencoding adversarial networks (JOURNAL OF ELECTRONIC IMAGING)
Learning multi-denoising autoencoding priors for image super-resolution (JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION)
Single Image Super-Resolution via Perceptual Loss Guided by Denoising Auto-Encoder （PRICAI 2018）
Single Image Super-Resolution via the Implementation of the Hardware-Friendly Sparse Coding (CCC 2018)
Image super-resolution reconstruction based on four-channel convolutional sparse coding 基于四通道卷积稀疏编码的图像超分辨率重建方法 (计算机应用)

ELSE

Adaptive Importance Learning for Improving Lightweight Image Super-Resolution Network (INTERNATIONAL JOURNAL OF COMPUTER VISION)
Lightweight Feature Fusion Network for Single Image Super-Resolution (IEEE SIGNAL PROCESSING LETTERS)
Back-Projection Lightweight Network for Accurate Image Super Resolution （ACCV 2018)
Single Image Super-Resolution Using Lightweight CNN with Maxout Units （ACCV 2018)

Real-time video super-resolution via motion convolution kernel estimation（NEUROCOMPUTING）
Dual branches network for image super-resolution (ELECTRONICS LETTERS)
Patch orientation-specified network for learning-based image super-resolution (ELECTRONICS LETTERS)
Blind Quality Index for Super Resolution Reconstructed Images Using First- and Second-Order Structural Degradation (IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES)
Accurate image super-resolution using dense connections and dimension reduction network (MULTIMEDIA TOOLS AND APPLICATIONS)
Fast and Accurate Image Super-Resolution with Deep Laplacian Pyramid Networks (IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE)
Ultrasonic image processing based on fusion super-resolution reconstruction of familiar models (JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION)
Deep-network based method for joint image deblocking and super-resolution（IET IMAGE PROCESSING）
Image super resolution by dilated dense progressive network （IMAGE AND VISION COMPUTING）
Enhanced Non-Local Total Variation Model and Multi-Directional Feature Prediction Prior for Single Image Super Resolution （TIP)
Multipath feedforward network for single image super-resolution (MULTIMEDIA TOOLS AND APPLICATIONS )
Accurate single image super-resolution using cascading dense connections (ELECTRONICS LETTERS)
Resolution-Aware Network for Image Super-Resolution （IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY）
Collaborative Representation Cascade for Single-Image Super-Resolution （IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS）
A deep learning method for image super-resolution based on geometric similarity （SIGNAL PROCESSING-IMAGE COMMUNICATION）
A Synthesis-by-Analysis Network with Applications in Image Super-Resolution（ADVANCES IN COMPUTER GRAPHICS, CGI 2019）
Single Image Super-Resolution with Vision Loss Function （INTELLIGENT INFORMATION AND DATABASE SYSTEMS, ACIIDS 2019, PT II）
Image Super-Resolution Using Knowledge Distillation （ACCV 2018)
TWO-STREAM SPARSE NETWORK FOR ACCURATE IMAGE SUPER-RESOLUTION （2019 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA & EXPO WORKSHOPS (ICMEW)）
Image Super Resolution Based on Depth Jumping Cascade （Acta Optica Sinica）
MULTI-SCALE DENSE NETWORK FOR SINGLE-IMAGE SUPER-RESOLUTION (ICASSP 2019)
IMAGE SUPER-RESOLUTION VIA DEEP AGGREGATION NETWORK (ICASSP 2019)
COUPLED ISTA NETWORK FOR MULTI-MODAL IMAGE SUPER-RESOLUTION (ICASSP 2019)
Super Resolution Image Reconstruction Using Iterative Regularization Method and Feed -Forward Neural Networks (Journal of Physics Conference Series)
Video Super-Resolution via Dynamic Local Filter Network (GLOBALSIP 2018)
Single Image Super-Resolution via Laplacian Information Distillation Network (ICDH 2018)
A Deep Dual-Branch Networks for Joint Blind Motion Deblurring and Super-Resolution (ICVISP 2018)
Recovering Realistic Texture in Image Super-resolution by Deep Spatial Feature Transform (CVPR 2018)
Fast and Accurate Single Image Super-Resolution via Information Distillation Network (CVPR 2018)
Deep Back-Projection Networks For Super-Resolution (CVPR 2018)
FSRNet: End-to-End Learning Face Super-Resolution with Facial Priors (CVPR 2018)
A New Single Image Super-resolution Method Using SIMK-based Classification and ISRM Technique (ICPR 2018)
CASCADED RANDOM FORESTS FOR FAST IMAGE SUPER-RESOLUTION (ICIP 2018)
SINGLE IMAGE SUPER RESOLUTION VIA A REFINED DENSELY CONNECTED INCEPTION NETWORK (ICIP 2018)
SDANet: A stacked dense adaptive network for real-time and accurate super resolution （NEUROCOMPUTING）