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Awesome-Super-Resolution(in progress)

Collect some super-resolution related papers, data and repositories.

papers

DL based approach

Note this table is referenced from here

2023

More years papers, plase check Quick navigation

Title Model Published Code Keywords
Efficient Image Super-Resolution with Feature Interaction Weighted Hybrid Network FIWHN AAAI2022 - -
DIVA: Deep Unfolded Network from Quantum Interactive Patches for Image Restoration DIVA arxiv - -
DLGSANet: Lightweight Dynamic Local and Global Self-Attention Networks for Image Super-Resolution DLGSANet arxiv code -
The Best of Both Worlds: A Framework for Combining Degradation Prediction with High Performance Super-Resolution Networks - MDPI Sensors code -
Image Super-Resolution using Efficient Striped Window Transformer ESWT arxiv code SISR
A statistically constrained internal method for single image super-resolution - arxiv -
OSRT: Omnidirectional Image Super-Resolution with Distortion-aware Transformer OSRT arxiv - ODISR
Denoising Diffusion Probabilistic Models for Robust Image Super-Resolution in the Wild SR3+ arxiv - blind SR, DDPMs
Kernelized Back-Projection Networks for Blind Super Resolution KCBPN/KBPN arxiv code blind SR
Improving Scene Text Image Super-Resolution via Dual Prior Modulation Network DPMN arxiv code Scene text SR
CDPMSR: CONDITIONAL DIFFUSION PROBABILISTIC MODELS FOR SINGLE IMAGE SUPER-RESOLUTION CDPMSR arxiv - DDPMs
Spatially-Adaptive Feature Modulation for Efficient Image Super-Resolution SAFMN arxiv code SISR, lightweight
Efficient and Explicit Modelling of Image Hierarchies for Image Restoration GRL CVPR23 code SISR
Zero Shot Image Restoration Using Denoising Diffusion Null-Space Model DDNM ICLR23 code DDNM
Unlimited-Size Diffusion Restoration - arxiv code DDNM
OPE-SR: Orthogonal Position Encoding for Designing a Parameter-free Upsampling Module in Arbitrary-scale Image Super-Resolution OPE CVPR23 - Arbitrary-scale SR
Super-Resolution Neural Operator SRNO CVPR23 code continuous SR
Self-Asymmetric Invertible Network for Compression-Aware Image Rescaling SAIN AAAI23 code Image Rescaling
QuickSRNet: Plain Single-Image Super-Resolution Architecture for Faster Inference on Mobile Platforms QSRNet arxiv - SISR, lightweight
Burstormer: Burst Image Restoration and Enhancement Transformer Burstormer CVPR23 code
Better “CMOS” Produces Clearer Images:Learning Space-Variant Blur Estimation for Blind Image Super-Resolution CMOS CVPR23 code Blind SR
Waving Goodbye to Low-Res: A Diffusion-Wavelet Approach for Image Super-Resolution DiWa arxiv - Diffusion-Wavelet
Generative Diffusion Prior for Unified Image Restoration and Enhancement GDP CVPR23 code unified image recovery
Tunable Convolutions with Parametric Multi-Loss Optimization - CVPR23
SOSR: Source-Free Image Super-Resolution with Wavelet Augmentation Transformer SOSR arxiv
Cascaded Local Implicit Transformer for Arbitrary-Scale Super-Resolution CLIT arxiv code
Implicit Diffusion Models for Continuous Super-Resolution IDM arxiv code
Unlocking Masked Autoencoders as Loss Function for Image and Video Restoration - arxiv
Learning Generative Structure Prior for Blind Text Image Super-resolution MARCONet CVPR23 code Blind Text SR
Toward DNN of LUTs: Learning Efficient Image Restoration with Multiple Look-Up Tables MuLUT arxiv code
Incorporating Transformer Designs into Convolutions for Lightweight Image Super-Resolution TCSR arxiv code LightweightSR
Learning Spatial-Temporal Implicit Neural Representations for Event-Guided Video Super-Resolution egvsr CVPR23 code VSR
Human Guided Ground-truth Generation for Realistic Image Super-resolution HGGT CVPR23 code RealSR
EBSR: Enhanced Binary Neural Network for Image Super-Resolution EBSR arxiv Binary NN
A High-Frequency Focused Network for Lightweight Single Image Super-Resolution HFFN arxiv - LightweightSR
Learning Data-Driven Vector-Quantized Degradation Model for Animation Video Super-Resolution VQD-SR arxiv - Animation VSR
SRFormer: Permuted Self-Attention for Single Image Super-Resolution SRFormer arxiv -
A High-Performance Accelerator for Super-Resolution Processing on Embedded GPU - arxiv -
DeblurSR: Event-Based Motion Deblurring Under the Spiking Representation DeblurSR arxiv code
ResDiff: Combining CNN and Diffusion Model for Image Super-Resolution ResDiff arxiv -
Towards High-Quality and Efficient Video Super-Resolution via Spatial-Temporal Data Overfitting STDO CVPR23 code VSR
Synthesizing Realistic Image Restoration Training Pairs: A Diffusion Approach - arxiv -
Recursive Generalization Transformer for Image Super-Resolution RGT arxiv -
Local Implicit Normalizing Flow for Arbitrary-Scale Image Super-Resolution LINF CVPR23 -
LMR: A Large-Scale Multi-Reference Dataset for Reference-based Super-Resolution MRefSR arxiv code
REVISITING IMPLICIT NEURAL REPRESENTATIONS IN LOW-LEVEL VISION LINR ICLRW-NF23 code INR,lowlevel
Omni Aggregation Networks for Lightweight Image Super-Resolution Omni-SR CVPR23 code lightweight,sota, Omni SA
Quantum Annealing for Single Image Super-Resolution AQC arxiv -
DIPNet: Efficiency Distillation and Iterative Pruning for Image Super-Resolution DIPNet arxiv - efficient sr
CABM: Content-Aware Bit Mapping for Single Image Super-Resolution Network with Large Input CABM CVPR23 -
Hitchhiker’s Guide to Super-Resolution:Introduction and Recent Advances - TPAMI - an overview of SR
AsConvSR: Fast and Lightweight Super-Resolution Network with Assembled Convolutions AsConvSR arxiv code lightweight
Expanding Synthetic Real-World Degradations for Blind Video Super Resolution SRWD-VSR arxiv - VSR
An Implicit Alignment for Video Super-Resolution IART arxiv code VSR
OPDN: Omnidirectional Position-aware Deformable Network for Omnidirectional Image Super-Resolution OPDN arxiv - Omnidirectional SR
Solving Diffusion ODEs with Optimal Boundary Conditions for Better Image Super-Resolution - arxiv - diffusion ODEs
EgoVSR: Towards High-Quality Egocentric Video Super-Resolution EgoVSR arxiv - VSR
A Dive into SAM Prior in Image Restoration SPT arxiv -
RAMiT: Reciprocal Attention Mixing Transformer for Lightweight Image Restoration RAMiT arxiv - LightweightSR
Efficient Mixed Transformer for Single Image Super-Resolution EMT arxiv code SISR
Denoising Diffusion Models for Plug-and-Play Image Restoration DiffPIR arxiv code
Exploiting Diffusion Prior for Real-World Image Super-Resolution StableSR arxiv - realsr
Distribution-Flexible Subset Quantization for Post-Quantizing Super-Resolution Networks DFSQ arxiv code Post-Quantize
Hybrid Transformer and CNN Attention Network for Stereo Image Super-resolution - arxiv - Stereo SR
Accelerating Diffusion Models for Inverse Problems through Shortcut Sampling SSD arxiv code

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