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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 | - | 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 |