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

Showing 37513800 of 3874 papers

TitleStatusHype
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural NetworkCode1
Transport-based analysis, modeling, and learning from signal and data distributions0
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial NetworkCode1
Sampling Generative NetworksCode1
A Boosting Method to Face Image Super-resolution0
Confidence-aware Levenberg-Marquardt optimization for joint motion estimation and super-resolution0
Constraint matrix factorization for space variant PSFs field restorationCode0
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image DenoisingCode1
Accelerating the Super-Resolution Convolutional Neural NetworkCode1
New wavelet-based superresolution algorithm for speckle reduction in SAR images0
A Deep Primal-Dual Network for Guided Depth Super-Resolution0
ATGV-Net: Accurate Depth Super-Resolution0
Generic 3D Convolutional Fusion for image restoration0
End-to-End Image Super-Resolution via Deep and Shallow Convolutional Networks0
Local- and Holistic- Structure Preserving Image Super Resolution via Deep Joint Component Learning0
Deep Appearance Models: A Deep Boltzmann Machine Approach for Face Modeling0
Deep Depth Super-Resolution : Learning Depth Super-Resolution using Deep Convolutional Neural Network0
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip ConnectionsCode0
Scalable image coding based on epitomes0
Robust Single Image Super-Resolution via Deep Networks With Sparse Prior0
RAISR: Rapid and Accurate Image Super Resolution0
PSyCo: Manifold Span Reduction for Super Resolution0
Needle-Match: Reliable Patch Matching Under High Uncertainty0
Semantic-Aware Depth Super-Resolution in Outdoor Scenes0
End-to-End Kernel Learning with Supervised Convolutional Kernel Networks0
Plug-and-Play ADMM for Image Restoration: Fixed Point Convergence and Applications0
Deep Edge Guided Recurrent Residual Learning for Image Super-Resolution0
Some medical applications of example-based super-resolution0
Privacy-Preserving Human Activity Recognition from Extreme Low Resolution0
How Does the Low-Rank Matrix Decomposition Help Internal and External Learnings for Super-Resolution0
Image Restoration Using Very Deep Convolutional Encoder-Decoder Networks with Symmetric Skip ConnectionsCode0
FAST: A Framework to Accelerate Super-Resolution Processing on Compressed Videos0
Perceptual Losses for Real-Time Style Transfer and Super-ResolutionCode1
Global-Local Face Upsampling Network0
Image Super-Resolution Based on Sparsity Prior via Smoothed l_0 Norm0
Con-Patch: When a Patch Meets its Context0
Patch-Ordering as a Regularization for Inverse Problems in Image ProcessingCode0
Structured illumination microscopy image reconstruction algorithmCode0
Super-resolution reconstruction of hyperspectral images via low rank tensor modeling and total variation regularization0
Studying Very Low Resolution Recognition Using Deep Networks0
Matrix Neural Networks0
Matrix Variate RBM and Its Applications0
Image Resolution Enhancement by Using Interpolation Followed by Iterative Back Projection0
Face Hallucination using Linear Models of Coupled Sparse Support0
Double Sparse Multi-Frame Image Super Resolution0
Example-Based Modeling of Facial Texture From Deficient Data0
Hyperspectral Super-Resolution by Coupled Spectral Unmixing0
Convolutional Sparse Coding for Image Super-Resolution0
Naive Bayes Super-Resolution Forest0
Learning Parametric Distributions for Image Super-Resolution: Where Patch Matching Meets Sparse Coding0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified