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Awesome-Super-Resolution(in progress)

Collect some super-resolution related papers, data and repositories.

papers

DL based approach

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2024

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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
You Only Need One Step: Fast Super-Resolution with Stable Diffusion via Scale Distillation YONOS-SR 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
XPSR: Cross-modal Priors for Diffusion-based Image Super-Resolution XPSR arxiv 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

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