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 35513600 of 3874 papers

TitleStatusHype
Super-Resolving Very Low-Resolution Face Images With Supplementary Attributes0
Feature Super-Resolution: Make Machine See More Clearly0
Fight Ill-Posedness With Ill-Posedness: Single-Shot Variational Depth Super-Resolution From ShadingCode0
“Zero-Shot” Super-Resolution Using Deep Internal Learning0
Face Recognition in Low Quality Images: A Survey0
On Low-Resolution Face Recognition in the Wild: Comparisons and New Techniques0
Face hallucination using cascaded super-resolution and identity priors0
Deep Residual Networks with a Fully Connected Recon-struction Layer for Single Image Super-Resolution0
A hybrid approach of interpolations and CNN to obtain super-resolution0
Structured Bayesian Gaussian process latent variable model0
PiPs: a Kernel-based Optimization Scheme for Analyzing Non-Stationary 1D Signals0
DLBI: Deep learning guided Bayesian inference for structure reconstruction of super-resolution fluorescence microscopyCode0
Multi-level Wavelet-CNN for Image RestorationCode0
Learning Dual Convolutional Neural Networks for Low-Level Vision0
Enhanced Signal Recovery via Sparsity Inducing Image Priors0
The Domain Transform Solver0
New Techniques for Preserving Global Structure and Denoising with Low Information Loss in Single-Image Super-ResolutionCode0
Superresolution method for data deconvolution by superposition of point sources0
Image Super-Resolution via Dual-State Recurrent NetworksCode0
Large Receptive Field Networks for High-Scale Image Super-Resolution0
Super-resolution Ultrasound Localization Microscopy through Deep Learning0
Densely Connected High Order Residual Network for Single Frame Image Super Resolution0
Hyperspectral Super-Resolution: A Coupled Tensor Factorization Approach0
Unsupervised Sparse Dirichlet-Net for Hyperspectral Image Super-Resolution0
A two-stage 3D Unet framework for multi-class segmentation on full resolution image0
Reference-Conditioned Super-Resolution by Neural Texture Transfer0
A Fully Progressive Approach to Single-Image Super-ResolutionCode0
Learning Descriptor Networks for 3D Shape Synthesis and AnalysisCode0
Task-Driven Super Resolution: Object Detection in Low-resolution Images0
Motion Guided LIDAR-camera Self-calibration and Accelerated Depth Upsampling for Autonomous Vehicles0
Learning to Become an Expert: Deep Networks Applied To Super-Resolution Microscopy0
Fast and Accurate Single Image Super-Resolution via Information Distillation NetworkCode0
SUNLayer: Stable denoising with generative networks0
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual NetworkCode0
Effective deep learning training for single-image super-resolution in endomicroscopy exploiting video-registration-based reconstruction0
Example-based super-resolution for point-cloud video0
Maintaining Natural Image Statistics with the Contextual LossCode0
Super-resolution of Sentinel-2 images: Learning a globally applicable deep neural networkCode0
Deep Back-Projection Networks For Super-ResolutionCode0
Efficient and Accurate MRI Super-Resolution using a Generative Adversarial Network and 3D Multi-Level Densely Connected NetworkCode0
Learning Discriminative Multilevel Structured Dictionaries for Supervised Image Classification0
Frank-Wolfe Network: An Interpretable Deep Structure for Non-Sparse CodingCode0
Multi-View Silhouette and Depth Decomposition for High Resolution 3D Object RepresentationCode0
Self Super-Resolution for Magnetic Resonance Images using Deep Networks0
Residual Dense Network for Image Super-ResolutionCode0
Single Image Super-Resolution via Cascaded Multi-Scale Cross Network0
MagnifyMe: Aiding Cross Resolution Face Recognition via Identity Aware Synthesis0
Composite Optimization by Nonconvex Majorization-Minimization0
Deep Residual Network for Joint Demosaicing and Super-ResolutionCode0
AtlasNet: A Papier-Mâché Approach to Learning 3D Surface GenerationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified