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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
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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awesome-super-resolution's Issues

Could you share Manga109 X2X4X8 data?

Hello!
I want to use Manga109 dataset, but I only find Manga109 original images, could you share X
2X4X8 data to me? BTW I can't use google dirve.
Thank you!

New papers and repositories

This thread should be reserved for requesting the addition of new papers and repos to be added in the repository, since we are entering the roaring 20s.

Hitchikers paper incorrect link

The paper "Hitchhiker’s Guide to Super-Resolution:Introduction and Recent Advances" links to the CABM paper above it.

Correct link: https://arxiv.org/pdf/2209.13131.pdf

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