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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

TitleModelPublishedCodeKeywords
Noise-free Optimization in Early Training Steps for Image Super-ResolutionECOAAAI24codeSISR, train opt
Transforming Image Super-Resolution:A ConvFormer-based Efficient ApproachCFSRarxivcode
Video Super-Resolution Transformer with Masked Inter&Intra-Frame AttentionMIA-VSRarxivcode
Efficient Image Super-Resolution via Symmetric Visual Attention NetworkSVANarxiv
You Only Need One Step: Fast Super-Resolution with Stable Diffusion via Scale DistillationYONOS-SRarxiv
See More Details: Efficient Image Super-Resolution by Experts MiningSeemoRearxivcodeEfficient SR
SAM-DiffSR: Structure-Modulated Diffusion Model for Image Super-ResolutionSAM-DiffSRarxivcode
CAMixerSR: Only Details Need More “Attention”CAMixerSRCVPR24code
SeD: Semantic-Aware Discriminator for Image Super-ResolutionSeDCVPR24code
Text-guided Explorable Image Super-resolution-CVPR24
Low-Res Leads the Way: Improving Generalization for Super-Resolution by Self-Supervised LearningLWayCVPR24code
APISR: Anime Production Inspired Real-World Anime Super-ResolutionAPISRCVPR24code
XPSR: Cross-modal Priors for Diffusion-based Image Super-ResolutionXPSRarxivcode
Transcending the Limit of Local Window: Advanced Super-Resolution Transformer with Adaptive Token DictionaryATDCVPR24code
Boosting Flow-based Generative Super-Resolution Models via Learned PriorFlowSR-LPCVPR24code
Arbitrary-Scale Image Generation and Upsampling using Latent Diffusion Model and Implicit Neural DecoderCVPR24
CasSR: Activating Image Power for Real-World Image Super-ResolutionCasSRarxiv
VmambaIR: Visual State Space Model for Image RestorationVmambaIRarxivcode
Learning Dual-Level Deformable Implicit Representation for Real-World Scale Arbitrary Super-ResolutionDDIRarxiv
Activating Wider Areas in Image Super-ResolutionMMAarxiv
Adaptive Multi-modal Fusion of Spatially Variant Kernel Refinement with Diffusion Model for Blind Image Super-ResolutionSSRarxiv
AddSR: Accelerating Diffusion-based Blind Super-Resolution with Adversarial Diffusion DistillationAddSRarxivcode
Beyond Image Super-Resolution for Image Recognition with Task-Driven Perceptual LossSR4IRCVPR24code
RefQSR: Reference-based Quantization for Image Super-Resolution NetworksRefQSRTIP
DeeDSR: Towards Real-World Image Super-Resolution via Degradation-Aware Stable DiffusionDeeDSRarxivcode
Learning Spatial Adaptation and Temporal Coherence in Diffusion Models for Video Super-ResolutionSATeCoCVPR24
CFAT: Unleashing Triangular Windows for Image Super-resolutionCFATCVPR24code
Self-Adaptive Reality-Guided Diffusion for Artifact-Free Super-ResolutionSARGDarxivcode
DeeDSR: Towards Real-World Image Super-Resolution via Degradation-Aware Stable DiffusionDeeDSRarxivcode
Video Interpolation with Diffusion ModelsVIDIMCVPR 2024web
Knowledge Distillation with Multi-granularity Mixture of Priors for Image Super-ResolutionMiPKDarxiv
AdaBM: On-the-Fly Adaptive Bit Mapping for Image Super-ResolutionAdaBMCVPR24code
Collaborative Feedback Discriminative Propagation for Video Super-ResolutionCFDVSRarxivcode
Rethinking Diffusion Model for Multi-Contrast MRI Super-ResolutionDiffMSRCVPR24code
LIPT: Latency-aware Image Processing TransformerLIPTarxiv
MTKD: Multi-Teacher Knowledge Distillation for Image Super-ResolutionMTKDarxiv
OmniSSR: Zero-shot Omnidirectional Image Super-Resolution using Stable Diffusion ModelOmniSSRarxiv
Partial Large Kernel CNNs for Efficient Super-ResolutionPLKSRarxivcode
VideoGigaGAN: Towards Detail-rich Video Super-ResolutionVideoGigaGANarxivweb
A Dynamic Kernel Prior Model for Unsupervised Blind Image Super-ResolutionDKPCVPR24code
Latent Modulated Function for Computational Optimal Continuous Image RepresentationLMFarxivcode
A Study in Dataset Pruning for Image Super-ResolutionICANN 2024
CDFormer: When Degradation Prediction Embraces Diffusion Model for Blind Image Super-ResolutionCDFormerCVPR24code
Efficient Real-world Image Super-Resolution Via Adaptive Directional Gradient ConvolutionERealSR-DGPNetarxivcode
Inf-DiT: Upsampling Any-Resolution Image with Memory-Efficient Diffusion TransformerInf-DiTarxivcode
Bilateral Event Mining and Complementary for Event Stream Super-ResolutionBMCNet-ESRCVPR24code
Frequency-Domain Refinement with Multiscale Diffusion for Super ResolutionFDDiffarxiv
Exploring the Low-Pass Filtering Behavior in Image Super-ResolutionLPFInISRICML24code
Does Diffusion Beat GAN in Image Super Resolution?gan_vs_diff_srarxivcode
Perceptual Fairness in Image Restorationarxiv
PatchScaler: An Efficient Patch-Independent Diffusion Model for Super-ResolutionPatchScalerarxivcode
Image Processing GNN: Breaking Rigidity in Super-ResolutionIPGCVPR24code