OpenCodePapers

image-super-resolution-on-set14-3x-upscaling

Image Super-Resolution
Dataset Link
Results over time
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Leaderboard
PaperCodePSNRSSIMModelNameReleaseDate
Hierarchical Information Flow for Generalized Efficient Image Restoration31.550.8616Hi-IR-L2024-11-27
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution✓ Link31.470.8585HMA†2024-05-08
Activating More Pixels in Image Super-Resolution Transformer✓ Link31.470.8584HAT-L2022-05-09
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution✓ Link31.37HAT_FIR2022-08-24
Activating More Pixels in Image Super-Resolution Transformer✓ Link31.330.8576HAT2022-05-09
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution✓ Link31.240.8566SwinFIR2022-08-24
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution31.190.8559CPAT+2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution31.150.8557CPAT2024-07-23
Pre-Trained Image Processing Transformer✓ Link30.85IPT2020-12-01
Densely Residual Laplacian Super-Resolution✓ Link30.80.8498DRLN+2019-06-28
Local Texture Estimator for Implicit Representation Function✓ Link30.8LTE2021-11-17
Single Image Super-Resolution via a Holistic Attention Network✓ Link30.790.8487HAN+2020-08-20
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining✓ Link30.660.8482CSNLN2020-06-02
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy✓ Link30.650.8493SwinOIR2023-03-16
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer✓ Link30.390.8488ML-CrAIST2024-08-19
Lightweight Image Super-Resolution with Information Multi-distillation Network✓ Link30.32IMDN2019-09-26
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer✓ Link30.230.8474ML-CrAIST-Li2024-08-19
Multi-level Wavelet-CNN for Image Restoration✓ Link30.16MWCNN2018-05-18
Feedback Network for Image Super-Resolution✓ Link30.1SRFBN2019-03-23
LCSCNet: Linear Compressing Based Skip-Connecting Network for Image Super-Resolution✓ Link29.87LCSCNet2019-09-09
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising✓ Link29.81DnCNN-32016-08-13
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections✓ Link29.610.8341RED302016-06-29
Sequential Hierarchical Learning with Distribution Transformation for Image Super-Resolution29.240.8087PMRN+2020-07-19
Learning Deep CNN Denoiser Prior for Image Restoration✓ Link27.72Deep CNN Denoiser2017-04-11