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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
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

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