Collect some super-resolution related papers, data and repositories.
Note this table is referenced from here
More years papers, plase check Quick navigation
| Title | Model | Published | Code | Keywords |
|---|---|---|---|---|
| CLIP-SR: Collaborative Linguistic and Image Processing for Super-Resolution | CLIP-SR | arxiv | ||
| Diffusion Prior Interpolation for Flexibility Real-World Face Super-Resolution | DPI | AAAI25 | code | |
| STAR: Spatial-Temporal Augmentation with Text-to-Video Models for Real-World Video Super-Resolution | STAR | arxiv | code | |
| StructSR: Refuse Spurious Details in Real-World Image Super-Resolution | StructSR | AAAI25 | code | |
| Generalized and Efficient 2D Gaussian Splatting for Arbitrary-scale Super-Resolution | GSASR | arxiv | code | |
| DiffVSR: Revealing an Effective Recipe for Taming Robust Video Super-Resolution Against Complex Degradations | DiffVSR | arxiv | code | |
| BF-STVSR: B-Splines and Fourier-Best Friends for High Fidelity Spatial-Temporal Video Super-Resolution | BF-STVSR | arxiv | ||
| Efficient Attention-Sharing Information Distillation Transformer for Lightweight Single Image Super-Resolution | ASID | AAAI25 | code | |
| Visual Autoregressive Modeling for Image Super-Resolution | VARSR | arxiv | code | |
| BiMaCoSR: Binary One-Step Diffusion Model Leveraging Flexible Matrix Compression for Real Super-Resolution | BiMaCoSR | arxiv | code | |
| One Diffusion Step to Real-World Super-Resolution via Flow Trajectory Distillation | FluxSR | arxiv | code | |
| Fast Omni-Directional Image Super-Resolution: Adapting the Implicit Image Function with Pixel and Semantic-Wise Spherical Geometric Priors | FAOR | AAAI25 | code | |
| Spatial Degradation-Aware and Temporal Consistent Diffusion Model for Compressed Video Super-Resolution | SDATC | arxiv | ||
| CondiQuant: Condition Number Based Low-Bit Quantization for Image Super-Resolution | CondiQuant | arxiv | code | |
| DifIISR: A Diffusion Model with Gradient Guidance for Infrared Image Super-Resolution | DifIISR | CVPR25 | code | |
| AutoLUT: LUT-Based Image Super-Resolution with Automatic Sampling and Adaptive Residual Learning | AutoLUT | CVPR25 | code | |
| QArtSR: Quantization via Reverse-Module and Timestep-Retraining in One-Step Diffusion based Image Super-Resolution | QArtSR | arxiv | code | |
| Emulating Self-attention with Convolution for Efficient Image Super-Resolution | ESC | arxiv | code | |
| CATANet: Efficient Content-Aware Token Aggregation for Lightweight Image Super-Resolution | CATANet | CVPR25 | code | |
| AdaptSR: Low-Rank Adaptation for Efficient and Scalable Real-World Super-Resolution | AdaptSR | arxiv | ||
| MegaSR: Mining Customized Semantics and Expressive Guidance for Image Super-Resolution | MegaSR | arxiv | code | |
| Dual-domain Modulation Network for Lightweight Image Super-Resolution | DMNet | arxiv | ||
| Dynamic Attention-Guided Diffusion for Image Super-Resolution | MegaSR | WACV 2025 | ||
| Hallucination Score: Towards Mitigating Hallucinations in Generative Image Super-Resolution | arxiv | |||
| Efficient Burst Super-Resolution with One-step Diffusion | E-BSRD | ACCV 2024 | ||
| IM-LUT: Interpolation Mixing Look-Up Tables for Image Super-Resolution | IM-LUT | ICCV 2025 | ||
| 4KAgent: Agentic Any Image to 4K Super-Resolution | 4KAgent | arxiv | code | |
| PromptSR: Cascade Prompting for Lightweight Image Super-Resolution | PromptSR | TMM | code | |
| DAM-VSR: Disentanglement of Appearance and Motion for Video Super-Resolution | DAM-VSR | SIGGRAPH 2025 | code | |
| VSRM: A Robust Mamba-Based Framework for Video Super-Resolution | VSRM | ICCV 2025 | ||
| LightBSR: Towards Lightweight Blind Super-Resolution via Discriminative Implicit Degradation Representation Learning | LightBSR | ICCV 2025 | code | |
| SimpleGVR: A Simple Baseline for Latent-Cascaded Video Super-Resolution | SimpleGVR | arxiv | code | |
| RealSR-R1: Reinforcement Learning for Real-World Image Super-Resolution with Vision-Language Chain-of-Thought | RealSR-R1 | arxiv | code | |
| One-Step Diffusion for Detail-Rich and Temporally Consistent Video Super-Resolution | DLoRAL | arxiv | code | |
| Omnidirectional Video Super-Resolution using Deep Learning | S3PO | TMI | ||
| Adaptive Dropout: Unleashing Dropout across Layers for Generalizable Image Super-Resolution | Adaptive Dropout | CVPR2025 | code | |
| Structural Similarity-Inspired Unfolding for Lightweight Image Super-Resolution | SSIU | TIP | code | |
| MambaVSR: Content-Aware Scanning State Space Model for Video Super-Resolution | MambaVSR | arxiv | ||
| DiffFuSR: Super-Resolution of all Sentinel-2 Multispectral Bands using Diffusion Models | DiffFuSR | arxiv | code | |
| FCA2: Frame Compression-Aware Autoencoder for Modular and Fast Compressed Video Super-Resolution | FCA2 | arxiv | code | |
| Stroke-based Cyclic Amplifier: Image Super-Resolution at Arbitrary Ultra-Large Scales | SbCA | arxiv | ||
| LiftVSR: Lifting Image Diffusion to Video Super-Resolution via Hybrid Temporal Modeling with Only 4$\times$RTX 4090s | liftvsr | arxiv | code | |
| Controlled Data Rebalancing in Multi-Task Learning for Real-World Image Super-Resolution | arxiv | |||
| DualX-VSR: Dual Axial Spatial$\times$Temporal Transformer for Real-World Video Super-Resolution without Motion Compensation | DualX-VSR | arxiv | ||
| Text-Aware Real-World Image Super-Resolution via Diffusion Model with Joint Segmentation Decoders | TADiSR | arxiv | ||
| Joint Video Enhancement with Deblurring, Super-Resolution, and Frame Interpolation Network | DSFN | arxiv | ||
| A Survey of Deep Learning Video Super-Resolution | arxiv | |||
| One-Step Diffusion-based Real-World Image Super-Resolution with Visual Perception Distillation | VPD-SR-1 | arxiv | ||
| Self-supervised ControlNet with Spatio-Temporal Mamba for Real-world Video Super-resolution | scst | CVPR 2025 | code | |
| TextSR: Diffusion Super-Resolution with Multilingual OCR Guidance | TextSR | arxiv | ||
| Instance Data Condensation for Image Super-Resolution | IDC | arxiv | ||
| UltraVSR: Achieving Ultra-Realistic Video Super-Resolution with Efficient One-Step Diffusion Space | UltraVSR | arxiv | ||
| Chain-of-Zoom: Extreme Super-Resolution via Scale Autoregression and Preference Alignment | CoZ | arxiv | code | |
| DOVE: Efficient One-Step Diffusion Model for Real-World Video Super-Resolution | DOVE | arxiv | code | |
| Accelerating Diffusion-based Super-Resolution with Dynamic Time-Spatial Sampling | TSS | arxiv | ||
| Semantic-Guided Diffusion Model for Single-Step Image Super-Resolution | SAMSR | arxiv | code | |
| High-Frequency Prior-Driven Adaptive Masking for Accelerating Image Super-Resolution | AMSR | arxiv | code | |
| EvEnhancer: Empowering Effectiveness, Efficiency and Generalizability for Continuous Space-Time Video Super-Resolution with Events | EvEnhancer | CVPR 2025 | code | |
| Small Clips, Big Gains: Learning Long-Range Refocused Temporal Information for Video Super-Resolution | LRTI-VSR | arxiv | code | |
| GuideSR: Rethinking Guidance for One-Step High-Fidelity Diffusion-Based Super-Resolution | GuideSR | arxiv | ||
| DSPO: Direct Semantic Preference Optimization for Real-World Image Super-Resolution | DSPO | arxiv | ||
| NTIRE 2025 Challenge on Image Super-Resolution ($\times$4): Methods and Results | arxiv | |||
| AnyTSR: Any-Scale Thermal Super-Resolution for UAV | AnyTSR | arxiv | code | |
| Event-Enhanced Blurry Video Super-Resolution | Ev-DeblurVSR | AAAI 2025 | code | |
| The Tenth NTIRE 2025 Efficient Super-Resolution Challenge Report | arxiv | |||
| PIDSR: Complementary Polarized Image Demosaicing and Super-Resolution | PIDSR | CVPR 2025 | code | |
| BUFF: Bayesian Uncertainty Guided Diffusion Probabilistic Model for Single Image Super-Resolution | BUFF | AAAI 2025 | ||
| DiT4SR: Taming Diffusion Transformer for Real-World Image Super-Resolution | DiT4SR | arxiv | code | |
| Consistency Trajectory Matching for One-Step Generative Super-Resolution | CTMSR | ICCV 2025 | code | |
| Progressive Focused Transformer for Single Image Super-Resolution | PFT-SR | CVPR 2025 | code | |
| Burst Image Super-Resolution with Mamba | BurstMamba | arxiv | ||
| Exploring Semantic Feature Discrimination for Perceptual Image Super-Resolution and Opinion-Unaware No-Reference Image Quality Assessment | SFD | CVPR2025 | code | |
| Uncertainty-guided Perturbation for Image Super-Resolution Diffusion Model | UPSR | CVPR 2025 | code | |
| Latent Space Super-Resolution for Higher-Resolution Image Generation with Diffusion Models | LSRNA | CVPR 2025 | code | |
| The Power of Context: How Multimodality Improves Image Super-Resolution | MMSR | CVPR 2025 | code | |
| FedVSR: Towards Model-Agnostic Federated Learning in Video Super-Resolution | FedVSR | arxiv | code | |
| Rethinking Image Evaluation in Super-Resolution | arxiv | |||
| QDM: Quadtree-Based Region-Adaptive Sparse Diffusion Models for Efficient Image Super-Resolution | QDM | arxiv | code | |
| Perceive, Understand and Restore: Real-World Image Super-Resolution with Autoregressive Multimodal Generative Models | PURE | arxiv | code | |
| Auto-Encoded Supervision for Perceptual Image Super-Resolution | AESOP | CVPR 2025 | code | |
| DC-VSR: Spatially and Temporally Consistent Video Super-Resolution with Video Diffusion Prior | DC-VSR | SIGGRAPH 2025 | code |
