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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
2024
More years papers, plase check Quick navigation
| Title | Model | Published | Code | Keywords |
|---|---|---|---|---|
| Noise-free Optimization in Early Training Steps for Image Super-Resolution | ECO | AAAI24 | code | SISR, train opt |
| Transforming Image Super-Resolution:A ConvFormer-based Efficient Approach | CFSR | arxiv | code | |
| Video Super-Resolution Transformer with Masked Inter&Intra-Frame Attention | MIA-VSR | arxiv | code | |
| Efficient Image Super-Resolution via Symmetric Visual Attention Network | SVAN | arxiv | ||
| See More Details: Efficient Image Super-Resolution by Experts Mining | SeemoRe | arxiv | code | Efficient SR |
| SAM-DiffSR: Structure-Modulated Diffusion Model for Image Super-Resolution | SAM-DiffSR | arxiv | code | |
| CAMixerSR: Only Details Need More “Attention” | CAMixerSR | CVPR24 | code | |
| SeD: Semantic-Aware Discriminator for Image Super-Resolution | SeD | CVPR24 | code | |
| Text-guided Explorable Image Super-resolution | - | CVPR24 | ||
| Low-Res Leads the Way: Improving Generalization for Super-Resolution by Self-Supervised Learning | LWay | CVPR24 | code | |
| APISR: Anime Production Inspired Real-World Anime Super-Resolution | APISR | CVPR24 | code | |
| Transcending the Limit of Local Window: Advanced Super-Resolution Transformer with Adaptive Token Dictionary | ATD | CVPR24 | code | |
| Boosting Flow-based Generative Super-Resolution Models via Learned Prior | FlowSR-LP | CVPR24 | code | |
| Arbitrary-Scale Image Generation and Upsampling using Latent Diffusion Model and Implicit Neural Decoder | CVPR24 | |||
| CasSR: Activating Image Power for Real-World Image Super-Resolution | CasSR | arxiv | ||
| VmambaIR: Visual State Space Model for Image Restoration | VmambaIR | arxiv | code | |
| Learning Dual-Level Deformable Implicit Representation for Real-World Scale Arbitrary Super-Resolution | DDIR | arxiv | ||
| Activating Wider Areas in Image Super-Resolution | MMA | arxiv | ||
| Adaptive Multi-modal Fusion of Spatially Variant Kernel Refinement with Diffusion Model for Blind Image Super-Resolution | SSR | arxiv | ||
| AddSR: Accelerating Diffusion-based Blind Super-Resolution with Adversarial Diffusion Distillation | AddSR | arxiv | code | |
| Beyond Image Super-Resolution for Image Recognition with Task-Driven Perceptual Loss | SR4IR | CVPR24 | code | |
| RefQSR: Reference-based Quantization for Image Super-Resolution Networks | RefQSR | TIP | ||
| DeeDSR: Towards Real-World Image Super-Resolution via Degradation-Aware Stable Diffusion | DeeDSR | arxiv | code | |
| Learning Spatial Adaptation and Temporal Coherence in Diffusion Models for Video Super-Resolution | SATeCo | CVPR24 | ||
| CFAT: Unleashing Triangular Windows for Image Super-resolution | CFAT | CVPR24 | code | |
| Self-Adaptive Reality-Guided Diffusion for Artifact-Free Super-Resolution | SARGD | arxiv | code | |
| DeeDSR: Towards Real-World Image Super-Resolution via Degradation-Aware Stable Diffusion | DeeDSR | arxiv | code | |
| Video Interpolation with Diffusion Models | VIDIM | CVPR 2024 | web | |
| Knowledge Distillation with Multi-granularity Mixture of Priors for Image Super-Resolution | MiPKD | arxiv | ||
| AdaBM: On-the-Fly Adaptive Bit Mapping for Image Super-Resolution | AdaBM | CVPR24 | code | |
| Collaborative Feedback Discriminative Propagation for Video Super-Resolution | CFDVSR | arxiv | code | |
| Rethinking Diffusion Model for Multi-Contrast MRI Super-Resolution | DiffMSR | CVPR24 | code | |
| LIPT: Latency-aware Image Processing Transformer | LIPT | arxiv | ||
| MTKD: Multi-Teacher Knowledge Distillation for Image Super-Resolution | MTKD | arxiv | ||
| OmniSSR: Zero-shot Omnidirectional Image Super-Resolution using Stable Diffusion Model | OmniSSR | arxiv | ||
| Partial Large Kernel CNNs for Efficient Super-Resolution | PLKSR | arxiv | code | |
| VideoGigaGAN: Towards Detail-rich Video Super-Resolution | VideoGigaGAN | arxiv | web | |
| A Dynamic Kernel Prior Model for Unsupervised Blind Image Super-Resolution | DKP | CVPR24 | code | |
| Latent Modulated Function for Computational Optimal Continuous Image Representation | LMF | arxiv | code | |
| A Study in Dataset Pruning for Image Super-Resolution | ICANN 2024 | |||
| CDFormer: When Degradation Prediction Embraces Diffusion Model for Blind Image Super-Resolution | CDFormer | CVPR24 | code | |
| Efficient Real-world Image Super-Resolution Via Adaptive Directional Gradient Convolution | ERealSR-DGPNet | arxiv | code | |
| Inf-DiT: Upsampling Any-Resolution Image with Memory-Efficient Diffusion Transformer | Inf-DiT | arxiv | code | |
| Bilateral Event Mining and Complementary for Event Stream Super-Resolution | BMCNet-ESR | CVPR24 | code | |
| Frequency-Domain Refinement with Multiscale Diffusion for Super Resolution | FDDiff | arxiv | ||
| Exploring the Low-Pass Filtering Behavior in Image Super-Resolution | LPFInISR | ICML24 | code | |
| Does Diffusion Beat GAN in Image Super Resolution? | gan_vs_diff_sr | arxiv | code | |
| Perceptual Fairness in Image Restoration | arxiv | |||
| PatchScaler: An Efficient Patch-Independent Diffusion Model for Super-Resolution | PatchScaler | arxiv | code | |
| Image Processing GNN: Breaking Rigidity in Super-Resolution | IPG | CVPR24 | code | |
| UCIP: A Universal Framework for Compressed Image Super-Resolution using Dynamic Prompt | UCIP | ECCV24 | code | |
| You Only Need One Step: Fast Super-Resolution with Stable Diffusion via Scale Distillation | yonos | ECCV24 | code | |
| Overcoming Distribution Mismatch in Quantizing Image Super-Resolution Networks | ODM | ECCV24 | code | |
| Accelerating Image Super-Resolution Networks with Pixel-Level Classification | PCSR | ECCV24 | code | |
| OmniSSR: Zero-shot Omnidirectional Image Super-Resolution using Stable Diffusion Model | OmniSSR | ECCV24 | ||
| Pixel-Aware Stable Diffusion for Realistic Image Super-Resolution and Personalized Stylization | PASD | ECCV24 | code | |
| Arbitrary-Scale Video Super-Resolution with Structural and Textural Priors | ST-AVSR | ECCV24 | code | |
| Data Overfitting for On-Device Super-Resolution with Dynamic Algorithm and Compiler Co-Design | Dy-DCA | ECCV24 | code | |
| Enhancing Perceptual Quality in Video Super-Resolution through Temporally-Consistent Detail Synthesis using Diffusion Models | StableVSR | ECCV24 | code | |
| Efficient Cascaded Multiscale Adaptive Network for Image Restoration | ECMA | ECCV24 | ||
| SPIRE: Semantic Prompt-Driven Image Restoration | SPIRE | ECCV24 | ||
| MoE-DiffIR: Task-customized Diffusion Priors for Universal Compressed Image Restoration | MoE-DiffIR | ECCV24 | code | |
| MambaIR: A Simple Baseline for Image Restoration with State-Space Model | MambaIR | ECCV24 | code | |
| DCDM: Diffusion-Conditioned-Diffusion Model for Scene Text Image Super-Resolution | DCDM | ECCV24 | code | |
| Learning Dual-Level Deformable Implicit Representation for Real-World Scale Arbitrary Super-Resolution | RealArbiSR | ECCV24 | code | |
| RealViformer: Investigating Attention for Real-World Video Super-Resolution | RealViformer | ECCV24 | code | |
| Learning Exhaustive Correlation for Spectral Super-Resolution: Where Spatial-Spectral Attention Meets Linear Dependence | ECT | ECCV24 | code | |
| Spatially-Variant Degradation Model for Dataset-free Super-resolution | SVDSR | ECCV24 | code | |
| MTKD: Multi-Teacher Knowledge Distillation for Image Super-Resolution | MTKD | ECCV24 | code | |
| Event-Adapted Video Super-Resolution | EATER | ECCV24 | ||
| AdaDiffSR: Adaptive Region-aware Dynamic acceleration Diffusion Model for Real-World Image Super-Resolution | AdaDiffSR | ECCV24 | ||
| A New Dataset and Framework for Real-World Blurred Images Super-Resolution | - | ECCV24 | ||
| SMFANet: A Lightweight Self-Modulation Feature Aggregation Network for Efficient Image Super-Resolution | SMFANet | ECCV24 | code | |
| XPSR: Cross-modal Priors for Diffusion-based Image Super-Resolution | XPSR | ECCV24 | code | |
| Contourlet Residual for Prompt Learning Enhanced Infrared Image Super-Resolution | CoRPLE | ECCV24 | code | |
| Pixel-Aware Stable Diffusion for Realistic Image Super-Resolution and Personalized Stylization | PASD | ECCV24 | code | |
| Pairwise Distance Distillation for Unsupervised Real-World Image Super-Resolution | PDD | ECCV24 | code | |
| Confidence-Based Iterative Generation for Real-World Image Super-Resolution | RealSRT | ECCV24 | ||
| Motion-Guided Latent Diffusion for Temporally Consistent Real-world Video Super-resolution | MGLD-VSR | ECCV24 | code | |
| Kalman-Inspired Feature Propagation for Video Face Super-Resolution | KEEP | ECCV24 | code | |
| Adaptive Multi-modal Fusion of Spatially Variant Kernel Refinement with Diffusion Model for Blind Image Super-Resolution | SSR | ECCV24 | ||
| HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolution | HiT-SR | ECCV24 | code | |
| Learning Truncated Causal History Model for Video Restoration | Turtle | NeurIPS24 | code | |
| AnySR: Realizing Image Super-Resolution as Any-Scale, Any-Resource | AnySR | arxiv | code | |
| Preserving Full Degradation Details for Blind Image Super-Resolution | ReDSR | arxiv | code | |
| Efficient Event Stream Super-Resolution with Recursive Multi-Branch Fusion | RMFNet | arxiv | code | |
| DaLPSR: Leverage Degradation-Aligned Language Prompt for Real-World Image Super-Resolution | DaLPSR | arxiv | code | |
| EvTexture: Event-driven Texture Enhancement for Video Super-Resolution | EvTexture | arxiv | code | |
| Blind Super-Resolution via Meta-learning and Markov Chain Monte Carlo Simulation | MLMC | arxiv | code | |
| One-Step Effective Diffusion Network for Real-World Image Super-Resolution | OSEDiff | NeurIPS24 | code | |
| Towards Realistic Data Generation for Real-World Super-Resolution | arxiv | |||
| 2DQuant: Low-bit Post-Training Quantization for Image Super-Resolution | 2DQuant | NeurIPS24 | code | |
| Binarized Diffusion Model for Image Super-Resolution | BI-DiffSR | NeurIPS24 | code | |
| RealOSR: Latent Unfolding Boosting Diffusion-based Real-world Omnidirectional Image Super-Resolution | RealOSR | arxiv | ||
| OFTSR: One-Step Flow for Image Super-Resolution with Tunable Fidelity-Realism Trade-offs | OFTSR | arxiv | code | |
| Hero-SR: One-Step Diffusion for Super-Resolution with Human Perception Priors | Hero-SR | arxiv | code | |
| RAP-SR: RestorAtion Prior Enhancement in Diffusion Models for Realistic Image Super-Resolution | RAP-SR | arxiv | code | |
| LocalSR: Image Super-Resolution in Local Region | LocalSR | arxiv | ||
| TASR: Timestep-Aware Diffusion Model for Image Super-Resolution | TASR | arxiv | code | |
| Semantic Segmentation Prior for Diffusion-Based Real-World Super-Resolution | SegSR | arxiv | ||
| CubeFormer: A Simple yet Effective Baseline for Lightweight Image Super-Resolution | CubeFormer | arxiv | ||
| Auto-Encoded Supervision for Perceptual Image Super-Resolution | AESOP | arxiv | ||
| TSD-SR: One-Step Diffusion with Target Score Distillation for Real-World Image Super-Resolution | TSD-SR | arxiv | code | |
| MAT: Multi-Range Attention Transformer for Efficient Image Super-Resolution | MAT | arxiv | code | |
| PassionSR: Post-Training Quantization with Adaptive Scale in One-Step Diffusion based Image Super-Resolution | PassionSR | arxiv | code | |
| HF-Diff: High-Frequency Perceptual Loss and Distribution Matching for One-Step Diffusion-Based Image Super-Resolution | HF-Diff | arxiv | ||
| Adversarial Diffusion Compression for Real-World Image Super-Resolution | AdcSR | arxiv | ||
| S3Mamba: Arbitrary-Scale Super-Resolution via Scaleable State Space Model | S3Mamba | arxiv | code | |
| A Low-Resolution Image is Worth 1x1 Words: Enabling Fine Image Super-Resolution with Transformers and TaylorShift | TaylorSwinIR | arxiv | ||
| Local Implicit Wavelet Transformer for Arbitrary-Scale Super-Resolution | LIWT | BMVC24 | code | |
| AdaDiffSR: Adaptive Region-aware Dynamic Acceleration Diffusion Model for Real-World Image Super-Resolution | AdaDiffSR | arxiv | ||
| ConsisSR: Delving Deep into Consistency in Diffusion-based Image Super-Resolution | ConsisSR | arxiv | ||
| Spatio-Temporal Distortion Aware Omnidirectional Video Super-Resolution | STDAN | arxiv | ||
| Hi-Mamba: Hierarchical Mamba for Efficient Image Super-Resolution | Hi-Mamba | arxiv | ||
| SeeClear: Semantic Distillation Enhances Pixel Condensation for Video Super-Resolution | SeeClear | NeurIPS24 | code | |
| Distillation-Free One-Step Diffusion for Real-World Image Super-Resolution | DFOSD | arxiv | code | |
| Effective Diffusion Transformer Architecture for Image Super-Resolution | arxiv | |||
| Taming Diffusion Prior for Image Super-Resolution with Domain Shift SDEs | DoSSR | NeurIPS24 | code | |
| Unifying Dimensions: A Linear Adaptive Approach to Lightweight Image Super-Resolution | LAMNet | arxiv | code | |
| Degradation-Guided One-Step Image Super-Resolution with Diffusion Priors | arxiv | |||
| NSSR-DIL: Null-Shot Image Super-Resolution Using Deep Identity Learning | arxiv | |||
| LMLT: Low-to-high Multi-Level Vision Transformer for Image Super-Resolution | LMLT | arxiv | code | |
| Rethinking Image Super-Resolution from Training Data Perspectives | arxiv | code | ||
| Cascaded Temporal Updating Network for Efficient Video Super-Resolution | CTUN | arxiv | code | |
| Implicit Grid Convolution for Multi-Scale Image Super-Resolution | IGConv | arxiv | code | |
| A New Dataset and Framework for Real-World Blurred Images Super-Resolution | arxiv | |||
| Large Kernel Distillation Network for Efficient Single Image Super-Resolution | LKDN | arxiv | code |