SOTAVerified

Super-Resolution

Super-Resolution is a task in computer vision that involves increasing the resolution of an image or video by generating missing high-frequency details from low-resolution input. The goal is to produce an output image with a higher resolution than the input image, while preserving the original content and structure.

( Credit: MemNet )

Papers

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Showing 101–150 of 3874 papers

TitleStatusHype
IRSRMamba: Infrared Image Super-Resolution via Mamba-based Wavelet Transform Feature Modulation ModelCode2
Kandinsky 3.0 Technical ReportCode2
A Survey of Deep Face Restoration: Denoise, Super-Resolution, Deblur, Artifact RemovalCode2
Exposure Bracketing Is All You Need For A High-Quality ImageCode2
Fourier Neural Operator for Parametric Partial Differential EquationsCode2
Lossless Image Compression through Super-ResolutionCode2
Generalized and Efficient 2D Gaussian Splatting for Arbitrary-scale Super-ResolutionCode2
Blur Interpolation Transformer for Real-World Motion from BlurCode2
Boosting Flow-based Generative Super-Resolution Models via Learned PriorCode2
Fast-DDPM: Fast Denoising Diffusion Probabilistic Models for Medical Image-to-Image GenerationCode2
FLowHigh: Towards Efficient and High-Quality Audio Super-Resolution with Single-Step Flow MatchingCode2
Generative Diffusion-based Downscaling for ClimateCode2
Image Restoration with Mean-Reverting Stochastic Differential EquationsCode2
On the Generalization of BasicVSR++ to Video Deblurring and DenoisingCode2
Adaptive Super Resolution For One-Shot Talking-Head GenerationCode2
Partial Large Kernel CNNs for Efficient Super-ResolutionCode2
AutoLUT: LUT-Based Image Super-Resolution with Automatic Sampling and Adaptive Residual LearningCode2
Perceive, Understand and Restore: Real-World Image Super-Resolution with Autoregressive Multimodal Generative ModelsCode2
EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture ModelsCode2
Emulating Self-attention with Convolution for Efficient Image Super-ResolutionCode2
Binarized Diffusion Model for Image Super-ResolutionCode2
Efficient Face Super-Resolution via Wavelet-based Feature Enhancement NetworkCode2
Bicubic++: Slim, Slimmer, Slimmest -- Designing an Industry-Grade Super-Resolution NetworkCode2
CDFormer: When Degradation Prediction Embraces Diffusion Model for Blind Image Super-ResolutionCode2
Efficient Long-Range Attention Network for Image Super-resolutionCode2
CFAT: Unleashing Triangular Windows for Image Super-resolutionCode2
Efficient and Scalable Point Cloud Generation with Sparse Point-Voxel Diffusion ModelsCode2
Real-World Blind Super-Resolution via Feature Matching with Implicit High-Resolution PriorsCode2
EAMamba: Efficient All-Around Vision State Space Model for Image RestorationCode2
Efficient Attention-Sharing Information Distillation Transformer for Lightweight Single Image Super-ResolutionCode2
Efficient Mixed Transformer for Single Image Super-ResolutionCode2
Distillation-Supervised Convolutional Low-Rank Adaptation for Efficient Image Super-ResolutionCode2
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse ProblemsCode2
DOVE: Efficient One-Step Diffusion Model for Real-World Video Super-ResolutionCode2
Details or Artifacts: A Locally Discriminative Learning Approach to Realistic Image Super-ResolutionCode2
Denoising Diffusion Models for Plug-and-Play Image RestorationCode2
AIM 2022 Challenge on Super-Resolution of Compressed Image and Video: Dataset, Methods and ResultsCode2
Denoising Diffusion Restoration ModelsCode2
AIM 2020 Challenge on Efficient Super-Resolution: Methods and ResultsCode2
Diffusion Models for Image Restoration and Enhancement -- A Comprehensive SurveyCode2
DifIISR: A Diffusion Model with Gradient Guidance for Infrared Image Super-ResolutionCode2
Distillation-Free One-Step Diffusion for Real-World Image Super-ResolutionCode2
DiffIR2VR-Zero: Zero-Shot Video Restoration with Diffusion-based Image Restoration ModelsCode2
DVMSR: Distillated Vision Mamba for Efficient Super-ResolutionCode2
Effective Diffusion Transformer Architecture for Image Super-ResolutionCode2
Beyond Image Super-Resolution for Image Recognition with Task-Driven Perceptual LossCode2
All-In-One Medical Image Restoration via Task-Adaptive RoutingCode2
Decoupled-and-Coupled Networks: Self-Supervised Hyperspectral Image Super-Resolution with Subpixel FusionCode2
AERO: Audio Super Resolution in the Spectral DomainCode2
Deep Constrained Least Squares for Blind Image Super-ResolutionCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41—Unverified