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 37013750 of 3874 papers

TitleStatusHype
Single Image Super-Resolution Using Multi-Scale Convolutional Neural Network0
Volumetric Super-Resolution of Multispectral Data0
Signal reconstruction via operator guiding0
Simultaneous Super-Resolution and Cross-Modality Synthesis of 3D Medical Images using Weakly-Supervised Joint Convolutional Sparse Coding0
A Design Methodology for Efficient Implementation of Deconvolutional Neural Networks on an FPGACode0
Super-Resolution of Wavelet-Encoded Images0
Regularized Residual Quantization: a multi-layer sparse dictionary learning approach0
Bayesian Image Quality Transfer with CNNs: Exploring Uncertainty in dMRI Super-Resolution0
Sub-Pixel Registration of Wavelet-Encoded Images0
A Nuclear-norm Model for Multi-Frame Super-Resolution Reconstruction from Video Clips0
Single Image Super-Resolution based on Wiener Filter in Similarity Domain0
Deep Laplacian Pyramid Networks for Fast and Accurate Super-ResolutionCode0
Detail-revealing Deep Video Super-resolutionCode0
Locally-adapted convolution-based super-resolution of irregularly-sampled ocean remote sensing data0
Isotropic reconstruction of 3D fluorescence microscopy images using convolutional neural networks0
Single Image Super Resolution - When Model Adaptation Matters0
Image Restoration using Autoencoding Priors0
One Network to Solve Them All --- Solving Linear Inverse Problems using Deep Projection ModelsCode0
Single Image Super-resolution via a Lightweight Residual Convolutional Neural Network0
Effect of Super Resolution on High Dimensional Features for Unsupervised Face Recognition in the Wild0
Single image super-resolution using self-optimizing mask via fractional-order gradient interpolation and reconstruction0
Convolutional Low-Resolution Fine-Grained Classification0
GUN: Gradual Upsampling Network for Single Image Super-Resolution0
Local Patch Encoding-Based Method for Single Image Super-Resolution0
DeepSD: Generating High Resolution Climate Change Projections through Single Image Super-Resolution0
LesionSeg: Semantic segmentation of skin lesions using Deep Convolutional Neural Network0
Context-Sensitive Super-Resolution for Fast Fetal Magnetic Resonance Imaging0
A recommender system to restore images with impulse noise0
Manifold Based Low-rank Regularization for Image Restoration and Semi-supervised Learning0
Pixel Recursive Super ResolutionCode0
Language Independent Single Document Image Super-Resolution using CNN for improved recognition0
Super-resolution Using Constrained Deep Texture Synthesis0
Dual Recovery Network with Online Compensation for Image Super-Resolution0
Joint Dictionary Learning for Example-based Image Super-resolution0
Light Field Super-Resolution Via Graph-Based Regularization0
Learning a Mixture of Deep Networks for Single Image Super-Resolution0
Super-Resolution Reconstruction of Electrical Impedance Tomography Images0
EnhanceNet: Single Image Super-Resolution Through Automated Texture SynthesisCode0
Super-resolution photoacoustic microscopy using blind structured illumination0
Deeply Aggregated Alternating Minimization for Image Restoration0
Learning a No-Reference Quality Metric for Single-Image Super-ResolutionCode0
Super-resolution Reconstruction of SAR Image based on Non-Local Means Denoising Combined with BP Neural Network0
Texture Enhancement via High-Resolution Style Transfer for Single-Image Super-Resolution0
Learning Parametric Sparse Models for Image Super-Resolution0
Multi-resolution Data Fusion for Super-Resolution Electron Microscopy0
The World of Fast Moving ObjectsCode0
Multiframe Motion Coupling for Video Super ResolutionCode0
PVR: Patch-to-Volume Reconstruction for Large Area Motion Correction of Fetal MRICode0
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold SimplificationCode0
Normalizing the Normalizers: Comparing and Extending Network Normalization Schemes0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified