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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 |
| 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 | code | 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 | |
| Crafting Training Degradation Distribution for the Accuracy-Generalization Trade-off in Real-World Super-Resolution | - | ICML 2023 | - | |
| High-Similarity-Pass Attention for Single Image Super-Resolution | HSPAM | arxiv | - | SISR |
| DeSRA: Detect and Delete the Artifacts of GAN-based Real-World Super-Resolution Models | DeSRA | ICML 2023 | code | Artifacts, Detect, Delete |
| HQ-50K: A Large-scale, High-quality Dataset for Image Restoration | DAMoE | arxiv | code | Dataset |
| RefVSR++: Exploiting Reference Inputs for Reference-based Video Super-resolution | RefVSR++ | arxiv | - | RefVSR |
| SRFormer: Permuted Self-Attention for Single Image Super-Resolution | SRFormer | ICCV2023 | code | SISR.SOTA |
| ResShift: Efficient Diffusion Model for Image Super-resolution by Residual Shifting | ResShift | arxiv | code | |
| Overcoming Distribution Mismatch in Quantizing Image Super-Resolution Networks | ODM | arxiv | code | Quantize |
| Feature Modulation Transformer: Cross-Refinement of Global Representation via High-Frequency Prior for Image Super-Resolution | CRAFT | ICCV2023 | code | SISR |