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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

2025

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
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
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 ICML 2025 code
BiMaCoSR: Binary One-Step Diffusion Model Leveraging Flexible Matrix Compression for Real Super-Resolution BiMaCoSR ICML 2025 code
One Diffusion Step to Real-World Super-Resolution via Flow Trajectory Distillation FluxSR ICML 2025 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
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
ZFusion: Efficient Deep Compositional Zero-shot Learning for Blind Image Super-Resolution with Generative Diffusion Prior ZFusion ICCV 2025 code
StyleSRN: Scene Text Image Super-Resolution with Text Style Embedding StyleSRN ICCV 2025
Fast Image Super-Resolution via Consistency Rectified Flow FlowSR ICCV 2025
Outlier-Aware Post-Training Quantization for Image Super-Resolution - ICCV 2025
Bridging Diffusion Models and 3D Representations: A 3D Consistent Super-Resolution Framework 3DSR ICCV 2025
Benchmarking Burst Super-Resolution for Polarization Images: Noise Dataset and Analysis BurstM ICCV 2025
DiffVSR: Revealing an Effective Recipe for Taming Robust Video Super-Resolution Against Complex Degradations DiffVSR ICCV 2025 code
PatchScaler: An Efficient Patch-Independent Diffusion Model for Image Super-Resolution PatchScaler ICCV 2025 code
Hipandas: Hyperspectral Image Joint Denoising and Super-Resolution by Image Fusion with the Panchromatic Image UHipandas ICCV 2025 code
IM-LUT: Interpolation Mixing Look-Up Tables for Image Super-Resolution IM-LUT ICCV 2025
LDIP: Long Distance Information Propagation for Video Super-Resolution LDIP ICCV 2025
InfGen: A Resolution-Agnostic Paradigm for Scalable Image Synthesis InfGen ICCV 2025 code
TrustMark: Robust Watermarking and Watermark Removal for Arbitrary Resolution Images TrustMark ICCV 2025 code
FreeScale: Unleashing the Resolution of Diffusion Models via Tuning-Free Scale Fusion FreeScale ICCV 2025 code
Not All Degradations Are Equal: A Targeted Feature Denoising Framework for Generalizable Image Super-Resolution TFD ICCV 2025
Emulating Self-attention with Convolution for Efficient Image Super-Resolution ESC ICCV 2025
VSRM: A Robust Mamba-Based Framework for Video Super-Resolution VSRM ICCV 2025
STAR: Spatial-Temporal Augmentation with Text-to-Video Models for Real-World Video Super-Resolution STAR ICCV 2025 code
Rethinking the Upsampling Process in Light Field Super-Resolution with Spatial-Epipolar Implicit Image Function SEIIF ICCV 2025 code
Fine-structure Preserved Real-world Image Super-resolution via Transfer VAE Training TVT ICCV 2025 code
LightBSR: Towards Lightweight Blind Super-Resolution via Discriminative Implicit Degradation Representation Learning LightBSR ICCV 2025 code
DuCos: Duality Constrained Depth Super-Resolution via Foundation Model DuCos ICCV 2025 code
NeurOp-Diff: Continuous Remote Sensing Image Super-Resolution via Neural Operator Diffusion NeurOp-Diff ICCV 2025 code
Consistency Trajectory Matching for One-Step Generative Super-Resolution CTMSR ICCV 2025 code
Adversarial Purification via Super-Resolution and Diffusion PuriFlow ICCV 2025
Diffusion Transformer meets Multi-level Wavelet Spectrum for Single Image Super-Resolution MDWT ICCV 2025
ISP2HRNet: Learning to Reconstruct High Resolution Image from Irregularly Sampled Pixels via Hierarchical Gradient Learning ISP2HRNet ICCV 2025 code
MedVSR: Medical Video Super-Resolution with Cross State-Space Propagation MedVSR ICCV 2025 code
DiT4SR: Taming Diffusion Transformer for Real-World Image Super-Resolution DiT4SR ICCV 2025 code
Super Resolved Imaging with Adaptive Optics - ICCV 2025 code
Generalized and Efficient 2D Gaussian Splatting for Arbitrary-scale Super-Resolution GSASR ICCV 2025 code
Frequency-Aware Autoregressive Modeling for Efficient High-Resolution Image Synthesis SparseVAR ICCV 2025 code
Perceive, Understand and Restore: Real-World Image Super-Resolution with Autoregressive Multimodal Generative Models PURE ICCV 2025 code
Griffon v2: Advancing Multimodal Perception with High-Resolution Scaling and Visual-Language Co-Referring Griffon v2 ICCV 2025 code
Blind Video Super-Resolution based on Implicit Kernels BVSR-IK ICCV 2025 code
When 512×512 is Not Enough: Local Degradation-Aware Multi-Diffusion for Extreme Image Super-Resolution - ICIP 2025
Stream-DiffVSR: Low-Latency Streamable Video Super-Resolution via Auto-Regressive Diffusion Stream-DiffVSR arXiv code diffusion, video, online, efficient, lightweight
Iterative Inference-time Scaling with Adaptive Frequency Steering for Image Super-Resolution IIS-SR arXiv diffusion, image, perceptual, fidelity, reconstruction
Bridging Fidelity-Reality with Controllable One-Step Diffusion for Image Super-Resolution CODSR arXiv code
CreativeVR: Diffusion-Prior-Guided Approach for Structure and Motion Restoration in Generative and Real Videos CreativeVR arXiv code
Zero-shot Adaptation of Stable Diffusion via Plug-in Hierarchical Degradation Representation for Real-World Super-Resolution PHDRep arXiv diffusion, image, perceptual, fidelity, super-resolution
CARD: Correlation Aware Restoration with Diffusion CARD arXiv diffusion, image, denoising, super-resolution
OmniScaleSR: Unleashing Scale-Controlled Diffusion Prior for Faithful and Realistic Arbitrary-Scale Image Super-Resolution OmniScaleSR arXiv code
FMA-Net++: Motion- and Exposure-Aware Real-World Joint Video Super-Resolution and Deblurring FMA-Net++ arXiv code video, super-resolution
PGP-DiffSR: Phase-Guided Progressive Pruning for Efficient Diffusion-based Image Super-Resolution PGP-DiffSR arXiv code
FRAMER: Frequency-Aligned Self-Distillation with Adaptive Modulation Leveraging Diffusion Priors for Real-World Image Super-Resolution FRAMER arXiv code
Restora-Flow: Mask-Guided Image Restoration with Flow Matching Restora-Flow WACV 2026 diffusion, image, perceptual, denoising, super-resolution
MFmamba: A Multi-function Network for Panchromatic Image Resolution Restoration Based on State-Space Model MFmamba AAAI 2026 code attention, image, super-resolution, SR
STCDiT: Spatio-Temporally Consistent Diffusion Transformer for High-Quality Video Super-Resolution STCDiT arXiv code diffusion, transformer, video, fidelity, reconstruction
MambaX: Image Super-Resolution with State Predictive Control MambaX arXiv image, online, efficient, reconstruction, super-resolution
One-Step Diffusion Transformer for Controllable Real-World Image Super-Resolution OSD-ISR arXiv code
Rethinking Diffusion Model-Based Video Super-Resolution: Leveraging Dense Guidance from Aligned Features DGAF-VSR arXiv diffusion, video, perceptual, fidelity, PSNR
Arbitrary-Resolution and Arbitrary-Scale Face Super-Resolution with Implicit Representation Networks ARAS-FSR arXiv image, super-resolution, SR
One Small Step in Latent, One Giant Leap for Pixels: Fast Latent Upscale Adapter for Your Diffusion Models LUA arXiv code
Transformer-Progressive Mamba Network for Lightweight Image Super-Resolution TPMamba arXiv transformer, attention, image, lightweight, super-resolution
Outlier-Aware Post-Training Quantization for Image Super-Resolution OA-PTQ arXiv attention, image, super-resolution, SR
GLYPH-SR: Can We Achieve Both High-Quality Image Super-Resolution and High-Fidelity Text Recovery via VLM-guided Latent Diffusion Model? GLYPH-SR arxiv diffusion, GAN, image, perceptual, fidelity
BasicAVSR: Arbitrary-Scale Video Super-Resolution via Image Priors and Enhanced Motion Compensation BasicAVSR arXiv code
DP²O-SR: Direct Perceptual Preference Optimization for Real-World Image Super-Resolution DP²O-SR NeurIPS 2025 code
Efficient Perceptual Image Super Resolution: AIM 2025 Study and Benchmark AIM 2025 ICCV 2025 GAN, image, efficient, perceptual, PSNR
FlashVSR: Towards Real-Time Diffusion-Based Streaming Video Super-Resolution FlashVSR arXiv code diffusion, attention, video, image, real-time
HeadsUp! High-Fidelity Portrait Image Super-Resolution arXiv
LinearSR: Unlocking Linear Attention for Stable and Efficient Image Super-Resolution LinearSR arXiv diffusion, attention, image, efficient, lightweight
UniMMVSR: A Unified Multi-Modal Framework for Cascaded Video Super-Resolution UniMMVSR arXiv code
Diffusion-Based, Data-Assimilation-Enabled Super-Resolution of Hub-height Winds DA-DiffSR arXiv diffusion, SSIM, super-resolution, SR
PocketSR: The Super-Resolution Expert in Your Pocket Mobiles PocketSR arXiv image, online, efficient, lightweight, fidelity
Pure-Pass: Fine-Grained, Adaptive Masking for Dynamic Token-Mixing Routing in Lightweight Image Super-Resolution Pure-Pass arXiv code image, lightweight, reconstruction, super-resolution, SR
NPN: Non-Linear Projections of the Null-Space for Imaging Inverse Problems NPN NeurIPS 2025 diffusion, image, fidelity, reconstruction, super-resolution
InfVSR: Breaking Length Limits of Generic Video Super-Resolution InfVSR arXiv code diffusion, video, efficient, streaming, denoising
NSARM: Next-Scale Autoregressive Modeling for Robust Real-World Image Super-Resolution NSARM arXiv code
PatchVSR: Breaking Video Diffusion Resolution Limits with Patch-wise Video Super-Resolution PatchVSR CVPR 2025 diffusion, attention, video, fidelity, super-resolution
Asymmetric VAE for One-Step Video Super-Resolution Acceleration FastVSR arXiv code
Towards Redundancy Reduction in Diffusion Models for Efficient Video Super-Resolution OASIS arXiv code
Texture Vector-Quantization and Reconstruction Aware Prediction for Generative Super-Resolution TVQ-RAP arXiv code
Consistency Models as Plug-and-Play Priors for Inverse Problems CM-PnP arXiv diffusion, fidelity, reconstruction, super-resolution
OS-DiffVSR: Towards One-step Latent Diffusion Model for High-detailed Real-world Video Super-Resolution OS-DiffVSR arXiv diffusion, video, image, super-resolution, SR
Not All Degradations Are Equal: A Targeted Feature Denoising Framework for Generalizable Image Super-Resolution TFD-SR arXiv image, denoising, super-resolution
EatGAN: An Edge-Attention Guided Generative Adversarial Network for Single Image Super-Resolution EatGAN arXiv GAN, attention, image, lightweight, perceptual
Realism Control One-step Diffusion for Real-World Image Super-Resolution RCOD-SR AAAI 2026 Link diffusion, image, perceptual, fidelity, reconstruction
BIR-Adapter: A Low-Complexity Diffusion Model Adapter for Blind Image Restoration BIR-Adapter arXiv diffusion, attention, image, super-resolution
SwinSRGAN: Swin Transformer-based Generative Adversarial Network for High-Fidelity Speech Super-Resolution SwinSRGAN arXiv diffusion, transformer, GAN, CNN, fidelity
WaveHiT-SR: Hierarchical Wavelet Network for Efficient Image Super-Resolution WaveHiT-SR arXiv transformer, attention, image, efficient, super-resolution
CATformer: Contrastive Adversarial Transformer for Image Super-Resolution CATformer arXiv diffusion, transformer, GAN, image, reconstruction
TinySR: Pruning Diffusion for Real-World Image Super-Resolution TinySR arXiv diffusion, attention, image, real-time, lightweight
Time-Aware One Step Diffusion Network for Real-World Image Super-Resolution TADSR arXiv code diffusion, image, efficient, fidelity, super-resolution
Arbitrary-Scale 3D Gaussian Super-Resolution Arbi-3DGSR AAAI 2026 code real-time, PSNR, super-resolution
RAGSR: Regional Attention Guided Diffusion for Image Super-Resolution RAGSR arXiv diffusion, attention, image, perceptual, super-resolution
SNNSIR: A Simple Spiking Neural Network for Stereo Image Restoration SNNSIR arXiv attention, image, real-time, online, efficient
Large Kernel Modulation Network for Efficient Image Super-Resolution LKMN arXiv code transformer, CNN, attention, image, efficient
LKFMixer: Exploring Large Kernel Feature For Efficient Image Super-Resolution LKFMixer arXiv code transformer, CNN, attention, image, efficient
Ultra-High-Definition Reference-Based Landmark Image Super-Resolution with Generative Diffusion Prior UHD-LISR arXiv code diffusion, image, super-resolution, SR
Fourier-Guided Attention Upsampling for Image Super-Resolution FGA-SR arXiv code attention, image, efficient, lightweight, fidelity
Trajectory-aware Shifted State Space Models for Online Video Super-Resolution TS-Mamba arXiv video, online, efficient, super-resolution, SR
RASR: Retrieval-Augmented Super Resolution for Practical Reference-based Image Restoration RASR arXiv diffusion, image, fidelity, PSNR, SR
OMGSR: You Only Need One Mid-timestep Guidance for Real-World Image Super-Resolution OMGSR arXiv code
DiTVR: Zero-Shot Diffusion Transformer for Video Restoration DiTVR arXiv diffusion, transformer, attention, video, denoising
Rotation Equivariant Arbitrary-scale Image Super-Resolution RE-ASISR arXiv Link
QuantVSR: Low-Bit Post-Training Quantization for Real-World Video Super-Resolution QuantVSR arXiv code
SpatioTemporal Difference Network for Video Depth Super-Resolution STDNet AAAI 2026 code video, reconstruction, super-resolution

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