OpenCodePapers

image-super-resolution-on-urban100-4x

Image Super-Resolution
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PaperCodePSNRSSIMLPIPSPerceptual IndexDISTSLR-PSNRModelNameReleaseDate
Hierarchical Information Flow for Generalized Efficient Image Restoration28.720.8514Hi-IR-L2024-11-27
DRCT: Saving Image Super-resolution away from Information Bottleneck✓ Link28.700.8508DRCT-L2024-03-31
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution✓ Link28.690.8512HMA†2024-05-08
Activating More Pixels in Image Super-Resolution Transformer✓ Link28.600.8498HAT-L2022-05-09
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution✓ Link28.43HAT_FIR2022-08-24
DRCT: Saving Image Super-resolution away from Information Bottleneck✓ Link28.400.8457DRCT2024-03-31
Activating More Pixels in Image Super-Resolution Transformer✓ Link28.370.8447HAT2022-05-09
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution28.330.8425CPAT+2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution28.220.8408CPAT2024-07-23
Progressive Focused Transformer for Single Image Super-Resolution✓ Link28.200.8412PFT2025-03-26
Image Processing GNN: Breaking Rigidity in Super-Resolution✓ Link28.130.8392IPG2024-01-01
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution✓ Link28.120.8393SwinFIR2022-08-24
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration✓ Link27.890.8336MaIR+2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration✓ Link27.710.8305MaIR2024-12-28
SwinIR: Image Restoration Using Swin Transformer✓ Link27.450.8254 SwinIR2021-08-23
Hierarchical Back Projection Network for Image Super-Resolution✓ Link27.30.818HBPN2019-06-17
Local Texture Estimator for Implicit Representation Function✓ Link27.24LTE2021-11-17
Second-Order Attention Network for Single Image Super-Resolution✓ Link27.230.8169SAN2019-06-01
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining✓ Link27.220.8168CSNLN2020-06-02
Densely Residual Laplacian Super-Resolution✓ Link27.140.8149DRLN+2019-06-28
Deep Back-Projection Networks for Single Image Super-resolution✓ Link27.080.814DBPN-RES-MR64-32019-04-04
Image Super-Resolution via Attention based Back Projection Networks✓ Link27.060.811ABPN2019-10-10
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks✓ Link27.030.8153SRGAN + Residual-in-Residual Dense Block2018-09-01
Single Image Super-Resolution via a Holistic Attention Network✓ Link27.020.8131HAN+2020-08-20
Progressive Perception-Oriented Network for Single Image Super-Resolution✓ Link27.01RFN2019-07-24
A Fully Progressive Approach to Single-Image Super-Resolution✓ Link26.89ProSR2018-04-09
Image Super-Resolution Using Very Deep Residual Channel Attention Networks✓ Link26.820.8087RCAN2018-07-08
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy✓ Link26.740.806SwinOIR2023-03-16
Gated Multiple Feedback Network for Image Super-Resolution✓ Link26.690.8048GMFN2019-07-09
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer✓ Link26.680.8057ML-CrAIST2024-08-19
Enhanced Deep Residual Networks for Single Image Super-Resolution✓ Link26.640.8033EDSR2017-07-10
Data Upcycling Knowledge Distillation for Image Super-Resolution✓ Link26.620.802RCAN (DUKD)2023-09-25
Residual Dense Network for Image Super-Resolution✓ Link26.610.8028RDN2018-02-24
Feature-domain Adaptive Contrastive Distillation for Efficient Single Image Super-Resolution26.606FACD2022-11-29
Feedback Network for Image Super-Resolution✓ Link26.60.8015SRFBN2019-03-23
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer✓ Link26.530.8019ML-CrAIST-Li2024-08-19
Data Upcycling Knowledge Distillation for Image Super-Resolution✓ Link26.450.7963EDSR (DUKD)2023-09-25
Data Upcycling Knowledge Distillation for Image Super-Resolution✓ Link26.430.7972SwinIR (DUKD)2023-09-25
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification✓ Link26.420.7940Manifold Simplification2016-11-19
Multi-level Wavelet-CNN for Image Restoration✓ Link26.270.7890MWCNN2018-05-18
Auto-Encoded Supervision for Perceptual Image Super-Resolution✓ Link26.1480.78840.09450.0742AESOP2024-11-28
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network✓ Link26.070.7837CARN2018-03-23
MAMNet: Multi-path Adaptive Modulation Network for Image Super-Resolution✓ Link26.050.7834SRRAM2018-11-29
EXTRACTER: Efficient Texture Matching with Attention and Gradient Enhancing for Large Scale Image Super Resolution✓ Link26.040.785Extracter-rec2023-10-02
Lightweight Image Super-Resolution with Information Multi-distillation Network✓ Link26.04IMDN2019-09-26
Lightweight and Efficient Image Super-Resolution with Block State-based Recursive Network✓ Link26.030.7835BSRN2018-11-30
Non-Local Recurrent Network for Image Restoration✓ Link25.790.7729NLRN2018-06-07
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations✓ Link25.680.773SRMDNF2017-12-17
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis✓ Link25.660.7703ENet-E2016-12-23
Image Super-Resolution via RL-CSC: When Residual Learning Meets Convolutional Sparse Coding25.590.7680RL-CSC2018-12-31
MemNet: A Persistent Memory Network for Image Restoration✓ Link25.500.7630MemNet2017-08-07
Image Super-Resolution by Neural Texture Transfer✓ Link25.5SRNTT-l22019-03-03
SESR: Single Image Super Resolution with Recursive Squeeze and Excitation Networks✓ Link25.420.771SESR2018-01-31
Fast and Accurate Single Image Super-Resolution via Information Distillation Network✓ Link25.410.7632IDN2018-03-26
Deep Laplacian Pyramid Networks for Fast and Accurate Super-Resolution✓ Link25.210.756LapSRN2017-04-12
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising✓ Link25.20.7521DnCNN-32016-08-13
Image Super-Resolution via Dual-State Recurrent Networks✓ Link25.080.747DSRN2018-05-07
Structure-Preserving Super Resolution with Gradient Guidance✓ Link24.7990.94810.11843.5511SPSR2020-03-29
Image Super-Resolution Using Deep Convolutional Networks✓ Link24.520.7221SRCNN2014-12-31
Perception-Oriented Single Image Super-Resolution using Optimal Objective Estimation✓ Link24.330.77070.10650.076448.32SROOE2022-11-24
Multi-Step Reinforcement Learning for Single Image Super-Resolution✓ Link23.280.7517PixelRL-SR2020-07-28
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks✓ Link23.140.6577bicubic2018-09-01
Progressive Perception-Oriented Network for Single Image Super-Resolution✓ Link0.8169S-RFN2019-07-24
Deep Back-Projection Networks For Super-Resolution✓ Link0.795D-DBPN2018-03-07
One-to-many Approach for Improving Super-Resolution✓ Link0.1007Config (e)2021-06-19
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