OpenCodePapers

image-super-resolution-on-bsd100-4x-upscaling

Image Super-Resolution
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PaperCodePSNRSSIMMOSLPIPSDISTSModelNameReleaseDate
DRCT: Saving Image Super-resolution away from Information Bottleneck✓ Link28.160.7577DRCT-L2024-03-31
Hierarchical Information Flow for Generalized Efficient Image Restoration28.130.7622Hi-IR-L2024-11-27
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution✓ Link28.130.7562HMA†2024-05-08
Activating More Pixels in Image Super-Resolution Transformer✓ Link28.090.7551HAT-L2022-05-09
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution✓ Link28.07HAT_FIR2022-08-24
DRCT: Saving Image Super-resolution away from Information Bottleneck✓ Link28.060.7533DRCT2024-03-31
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution28.060.7532CPAT+2024-07-23
Activating More Pixels in Image Super-Resolution Transformer✓ Link28.050.7534HAT2022-05-09
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution28.040.7527CPAT2024-07-23
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution✓ Link28.030.7520SwinFIR2022-08-24
WaveMixSR-V2: Enhancing Super-resolution with Higher Efficiency✓ Link27.870.764WaveMixSR-V22024-09-16
Densely Residual Laplacian Super-Resolution✓ Link27.870.7453DRLN+2019-06-28
Second-Order Attention Network for Single Image Super-Resolution✓ Link27.860.7457SAN2019-06-01
Local Texture Estimator for Implicit Representation Function✓ Link27.86LTE2021-11-17
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks✓ Link27.850.7455SRGAN + Residual-in-Residual Dense Block2018-09-01
Single Image Super-Resolution via a Holistic Attention Network✓ Link27.850.7454HAN+2020-08-20
Progressive Perception-Oriented Network for Single Image Super-Resolution✓ Link27.83RFN2019-07-24
Image Super-Resolution via Attention based Back Projection Networks✓ Link27.820.743ABPN2019-10-10
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining✓ Link27.80.7439CSNLN2020-06-02
A Fully Progressive Approach to Single-Image Super-Resolution✓ Link27.79ProSR2018-04-09
Image Super-Resolution Using Very Deep Residual Channel Attention Networks✓ Link27.770.7436RCAN2018-07-08
Hierarchical Back Projection Network for Image Super-Resolution✓ Link27.770.743HBPN2019-06-17
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy✓ Link27.760.7441SwinOIR2023-03-16
Gated Multiple Feedback Network for Image Super-Resolution✓ Link27.740.7421GMFN2019-07-09
Residual Dense Network for Image Super-Resolution✓ Link27.720.7419RDN2018-02-24
Feedback Network for Image Super-Resolution✓ Link27.720.7409SRFBN2019-03-23
Deep Back-Projection Networks For Super-Resolution✓ Link27.720.740D-DBPN2018-03-07
Enhanced Deep Residual Networks for Single Image Super-Resolution✓ Link27.710.7420EDSR2017-07-10
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification✓ Link27.660.7380Manifold Simplification2016-11-19
Multi-level Wavelet-CNN for Image Restoration✓ Link27.620.7355MWCNN2018-05-18
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network✓ Link27.580.7622.29SRResNet2016-09-15
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network✓ Link27.580.7349CARN2018-03-23
Lightweight and Efficient Image Super-Resolution with Block State-based Recursive Network✓ Link27.570.7353BSRN2018-11-30
MAMNet: Multi-path Adaptive Modulation Network for Image Super-Resolution✓ Link27.560.7350SRRAM2018-11-29
Lightweight Image Super-Resolution with Information Multi-distillation Network✓ Link27.56IMDN2019-09-26
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis✓ Link27.500.7326ENet-E2016-12-23
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations✓ Link27.490.734SRMDNF2017-12-17
Non-Local Recurrent Network for Image Restoration✓ Link27.480.7306NLRN2018-06-07
Image Super-Resolution via RL-CSC: When Residual Learning Meets Convolutional Sparse Coding27.440.7302RL-CSC2018-12-31
SESR: Single Image Super Resolution with Recursive Squeeze and Excitation Networks✓ Link27.420.737SESR2018-01-31
Lightweight Feature Fusion Network for Single Image Super-Resolution✓ Link27.42LFFN-S2019-02-15
Fast and Accurate Single Image Super-Resolution via Information Distillation Network✓ Link27.410.7297IDN2018-03-26
Image Restoration Using Very Deep Convolutional Encoder-Decoder Networks with Symmetric Skip Connections✓ Link27.400.7290RED302016-03-30
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections✓ Link27.40.729RED302016-06-29
MemNet: A Persistent Memory Network for Image Restoration✓ Link27.400.7281MemNet2017-08-07
Deep Laplacian Pyramid Networks for Fast and Accurate Super-Resolution✓ Link27.320.728LapSRN2017-04-12
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising✓ Link27.290.7253DnCNN-32016-08-13
Image Super-Resolution via Dual-State Recurrent Networks✓ Link27.250.724DSRN2018-05-07
Deeply-Recursive Convolutional Network for Image Super-Resolution✓ Link27.210.74932.12DRCN2015-11-14
Image Restoration Using Deep Regulated Convolutional Networks✓ Link27.21RC-Net2019-10-19
Seven ways to improve example-based single image super resolution27.16IA2015-11-06
"Zero-Shot" Super-Resolution using Deep Internal Learning✓ Link27.120.7211ZSSR2017-12-17
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network✓ Link27.020.74422.01ESPCN2016-09-16
Image Super-resolution via Feature-augmented Random Forest✓ Link26.91FAFR*2017-12-14
Image Super-Resolution Using Deep Convolutional Networks✓ Link26.90.7101SRCNN2014-12-31
Joint Maximum Purity Forest with Application to Image Super-Resolution✓ Link26.87JMPF+2017-08-30
Deep Learning-based Image Super-Resolution Considering Quantitative and Perceptual Quality✓ Link26.57070.69004PP-EUSR2018-09-13
Flexible Style Image Super-Resolution using Conditional Objective✓ Link26.380.7380.3433FxSR-PD t=0.02022-01-13
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network✓ Link25.940.69351.47bicubic2016-09-15
Auto-Encoded Supervision for Perceptual Image Super-Resolution✓ Link25.930.68130.13850.1072AESOP2024-11-28
Structure-Preserving Super Resolution with Gradient Guidance✓ Link25.5050.65760.1611SPSR2020-03-29
Recovering Realistic Texture in Image Super-resolution by Deep Spatial Feature Transform✓ Link25.330.651SFT-GAN2018-04-09
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network✓ Link25.160.66883.56SRGAN2016-09-15
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network✓ Link25.020.66061.11nearest neighbors2016-09-15
Perceptual Losses for Real-Time Style Transfer and Super-Resolution✓ Link24.950.6317Perceptual Loss2016-03-27
Perception-Oriented Single Image Super-Resolution using Optimal Objective Estimation✓ Link24.870.68690.1500SROOE2022-11-24
Flexible Style Image Super-Resolution using Conditional Objective✓ Link24.770.68170.1572FxSR-PD t=0.82022-01-13
Edge-Informed Single Image Super-Resolution✓ Link24.250.851Edge-informed SR2019-09-11
WaveMixSR: A Resource-efficient Neural Network for Image Super-resolution✓ Link0.7605WaveMixSR2023-07-01
Progressive Perception-Oriented Network for Single Image Super-Resolution✓ Link0.7515S-RFN2019-07-24
One-to-many Approach for Improving Super-Resolution✓ Link0.1209Config (e)2021-06-19
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