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image-super-resolution-on-set14-4x-upscaling

Image Super-Resolution
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PaperCodePSNRSSIMMOSLPIPSDISTSModelNameReleaseDate
DRCT: Saving Image Super-resolution away from Information Bottleneck✓ Link29.540.8025DRCT-L2024-03-31
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution✓ Link29.510.8019HMA†2024-05-08
Hierarchical Information Flow for Generalized Efficient Image Restoration29.490.8041Hi-IR-L2024-11-27
Activating More Pixels in Image Super-Resolution Transformer✓ Link29.470.8015HAT-L2022-05-09
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution✓ Link29.44HAT_FIR2022-08-24
DRCT: Saving Image Super-resolution away from Information Bottleneck✓ Link29.400.8003DRCT2024-03-31
Activating More Pixels in Image Super-Resolution Transformer✓ Link29.380.8001HAT2022-05-09
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution29.360.7996CPAT+2024-07-23
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution✓ Link29.360.7993SwinFIR2022-08-24
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution29.340.7991CPAT2024-07-23
CFAT: Unleashing Triangular Windows for Image Super-resolution✓ Link29.300.7985CFAT2024-01-01
Dual Aggregation Transformer for Image Super-Resolution✓ Link29.290.7983DAT+2023-08-07
Progressive Focused Transformer for Single Image Super-Resolution✓ Link29.290.7978PFT2025-03-26
Recursive Generalization Transformer for Image Super-Resolution✓ Link29.280.7979RGT+2023-03-11
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration✓ Link29.280.7974MaIR+2024-12-28
Transcending the Limit of Local Window: Advanced Super-Resolution Transformer with Adaptive Token Dictionary✓ Link29.240.7974ATD2024-01-16
Dual Aggregation Transformer for Image Super-Resolution✓ Link29.230.7973DAT2023-08-07
Recursive Generalization Transformer for Image Super-Resolution✓ Link29.230.7972RGT2023-03-11
[]()29.200.7973Contrast
MambaIR: A Simple Baseline for Image Restoration with State-Space Model✓ Link29.200.7961MambaIR2024-02-23
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration✓ Link29.20.7958MaIR2024-12-28
SwinIR: Image Restoration Using Swin Transformer✓ Link29.150.7958SwinIR2021-08-23
Multi-scale Attention Network for Single Image Super-Resolution✓ Link29.120.7941MAN+2022-09-28
BAM: A Balanced Attention Mechanism for Single Image Super Resolution✓ Link29.080.7925DRLN-BAM2021-04-15
Multi-scale Attention Network for Single Image Super-Resolution✓ Link29.070.7934MAN2022-09-28
Local Texture Estimator for Implicit Representation Function✓ Link29.06LTE2021-11-17
Second-Order Attention Network for Single Image Super-Resolution✓ Link29.050.7921SAN2019-06-01
Deep Back-Projection Networks for Single Image Super-resolution✓ Link29.030.791DBPN-RES-MR64-32019-04-04
Densely Residual Laplacian Super-Resolution✓ Link29.020.7914DRLN+2019-06-28
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks✓ Link28.990.7917SRGAN + Residual-in-Residual Dense Block2018-09-01
Single Image Super-Resolution via a Holistic Attention Network✓ Link28.990.7907HAN+2020-08-20
Image Reconstruction with Predictive Filter Flow✓ Link28.980.7904PFF2018-11-28
Efficient Long-Range Attention Network for Image Super-resolution✓ Link28.960.7914ELAN2022-03-13
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining✓ Link28.950.7888CSNLN2020-06-02
Progressive Perception-Oriented Network for Single Image Super-Resolution✓ Link28.95RFN2019-07-24
Image Super-Resolution via Attention based Back Projection Networks✓ Link28.940.789ABPN2019-10-10
A Fully Progressive Approach to Single-Image Super-Resolution✓ Link28.94ProSR2018-04-09
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy✓ Link28.920.7892SwinOIR2023-03-16
Image Super-Resolution Using Very Deep Residual Channel Attention Networks✓ Link28.870.7889RCAN2018-07-08
HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolution28.870.7880HiT-SRF2024-07-08
Exploring Frequency-Inspired Optimization in Transformer for Efficient Single Image Super-Resolution✓ Link28.850.7872CRAFT2023-08-09
Gated Multiple Feedback Network for Image Super-Resolution✓ Link28.840.7888GMFN2019-07-09
HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolution28.840.7873HiT-SiR2024-07-08
HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolution28.830.7873HiT-SNG2024-07-08
CAMixerSR: Only Details Need More "Attention"✓ Link28.820.7870CAMixerSR2024-02-29
Deep Back-Projection Networks For Super-Resolution✓ Link28.820.786D-DBPN2018-03-07
Residual Dense Network for Image Super-Resolution✓ Link28.810.7871RDN2018-02-24
Feedback Network for Image Super-Resolution✓ Link28.810.7868SRFBN2019-03-23
Enhanced Deep Residual Networks for Single Image Super-Resolution✓ Link28.800.7876EDSR2017-07-10
Data Upcycling Knowledge Distillation for Image Super-Resolution✓ Link28.800.7866DUKD2023-09-25
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification✓ Link28.800.7856Manifold Simplification2016-11-19
Efficient Long-Range Attention Network for Image Super-resolution✓ Link28.780.7858ELAN-light2022-03-13
Transforming Image Super-Resolution: A ConvFormer-based Efficient Approach✓ Link28.730.7842CFSR2024-01-11
Hierarchical Back Projection Network for Image Super-Resolution✓ Link28.670.785HBPN2019-06-17
Swift Parameter-free Attention Network for Efficient Super-Resolution✓ Link28.660.7834SPAN2023-11-21
Spatially-Adaptive Feature Modulation for Efficient Image Super-Resolution✓ Link28.600.7813SAFMN2023-02-27
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network✓ Link28.600.7806CARN2018-03-23
Lightweight Image Super-Resolution with Information Multi-distillation Network✓ Link28.58IMDN2019-09-26
Lightweight and Efficient Image Super-Resolution with Block State-based Recursive Network✓ Link28.560.7803BSRN2018-11-30
MAMNet: Multi-path Adaptive Modulation Network for Image Super-Resolution✓ Link28.540.7800SRRAM2018-11-29
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer✓ Link28.530.7895ML-CrAIST2024-08-19
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network✓ Link28.490.81842.98SRResNet2016-09-15
Cascade Convolutional Neural Network for Image Super-Resolution28.470.7720CSRCNN2020-08-24
Lightweight image super-resolution with enhanced CNN✓ Link28.440.7772LESRCNN2020-07-08
Lightweight image super-resolution with enhanced CNN✓ Link28.430.7776LESRCNN-S2020-07-08
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis✓ Link28.420.7774ENet-E2016-12-23
Multi-level Wavelet-CNN for Image Restoration✓ Link28.410.7816MWCNN2018-05-18
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer✓ Link28.40.7863ML-CrAIST-Li2024-08-19
Image super-resolution via dynamic network✓ Link28.380.7760DSRNet2023-10-16
Non-Local Recurrent Network for Image Restoration✓ Link28.360.7745NLRN2018-06-07
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations✓ Link28.350.777SRMDNF2017-12-17
SESR: Single Image Super Resolution with Recursive Squeeze and Excitation Networks✓ Link28.320.784SESR2018-01-31
Efficient Image Super-Resolution via Symmetric Visual Attention Network28.300.7736SVAN2024-01-17
Image Super-Resolution via RL-CSC: When Residual Learning Meets Convolutional Sparse Coding28.290.7741RL-CSC2018-12-31
MemNet: A Persistent Memory Network for Image Restoration✓ Link28.260.7723MemNet2017-08-07
Fast and Accurate Single Image Super-Resolution via Information Distillation Network✓ Link28.250.773IDN2018-03-26
Deep Laplacian Pyramid Networks for Fast and Accurate Super-Resolution✓ Link28.190.772LapSR2017-04-12
EXTRACTER: Efficient Texture Matching with Attention and Gradient Enhancing for Large Scale Image Super Resolution✓ Link28.090.782Extracter-rec2023-10-02
Image Super-Resolution via Dual-State Recurrent Networks✓ Link28.070.770DSRN2018-05-07
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising✓ Link28.040.7672DnCNN-32016-08-13
Deeply-Recursive Convolutional Network for Image Super-Resolution✓ Link28.020.80742.84DRCN2015-11-14
"Zero-Shot" Super-Resolution using Deep Internal Learning✓ Link28.010.7651ZSSR2017-12-17
Seven ways to improve example-based single image super resolution27.88IA2015-11-06
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections✓ Link27.860.7718RED302016-06-29
Single Image Super-Resolution with Dilated Convolution based Multi-Scale Information Learning Inception Module✓ Link27.830.7631MSSRNet2017-07-22
Sequential Hierarchical Learning with Distribution Transformation for Image Super-Resolution27.720.7405PMRN+2020-07-19
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration27.68TNRD2015-08-12
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network✓ Link27.660.80042.52ESPCN2016-09-16
DeepRED: Deep Image Prior Powered by RED✓ Link27.63DeepRED2019-03-25
Deep Learning-based Image Super-Resolution Considering Quantitative and Perceptual Quality✓ Link27.62220.74194PP-EUSR2018-09-13
Learning Deep CNN Denoiser Prior for Image Restoration✓ Link27.59Deep CNN Denoiser2017-04-11
Detail-revealing Deep Video Super-resolution✓ Link27.570.76SPMC2017-04-10
Image Super-Resolution Using Deep Convolutional Networks✓ Link27.50.7513SRCNN2014-12-31
Image Super-resolution via Feature-augmented Random Forest✓ Link27.48FAFR*2017-12-14
Auto-Encoded Supervision for Perceptual Image Super-Resolution✓ Link27.4210.74380.10270.0819AESOP2024-11-28
Joint Maximum Purity Forest with Application to Image Super-Resolution✓ Link27.37JMPF+2017-08-30
Structure-Preserving Super Resolution with Gradient Guidance✓ Link26.640.7930SPSR2020-03-29
Deep Mean-Shift Priors for Image Restoration✓ Link26.22Deep Mean-Shift Priors2017-09-12
Recovering Realistic Texture in Image Super-resolution by Deep Spatial Feature Transform✓ Link26.130.694SFT-GAN2018-04-09
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network✓ Link25.990.73973.72SRGAN2016-09-15
Edge-Informed Single Image Super-Resolution✓ Link25.190.894Edge-informed SR2019-09-11
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network✓ Link24.640.711.2nearest neighbors2016-09-15
Progressive Perception-Oriented Network for Single Image Super-Resolution✓ Link0.7946S-RFN2019-07-24
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network✓ Link0.74861.8bicubic2016-09-15
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