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 26262650 of 3874 papers

TitleStatusHype
Frequency-Aware Physics-Inspired Degradation Model for Real-World Image Super-Resolution0
Resampling and super-resolution of hexagonally sampled images using deep learning0
Blind inverse problems with isolated spikes0
FREGAN : an application of generative adversarial networks in enhancing the frame rate of videos0
A robust single-pixel particle image velocimetry based on fully convolutional networks with cross-correlation embedded0
Functional Neural Networks for Parametric Image Restoration Problems0
Deep inference of latent dynamics with spatio-temporal super-resolution using selective backpropagation through timeCode0
MEGAN: Memory Enhanced Graph Attention Network for Space-Time Video Super-Resolution0
Localized Super Resolution for Foreground Images using U-Net and MR-CNNCode0
RBSRICNN: Raw Burst Super-Resolution through Iterative Convolutional Neural NetworkCode0
Spectrum-to-Kernel Translation for Accurate Blind Image Super-Resolution0
Dense Dual-Attention Network for Light Field Image Super-Resolution0
Multimodal-Boost: Multimodal Medical Image Super-Resolution using Multi-Attention Network with Wavelet Transform0
Model Inspired Autoencoder for Unsupervised Hyperspectral Image Super-Resolution0
Error-correcting neural networks for semi-Lagrangian advection in the level-set method0
Toward Real-world Image Super-resolution via Hardware-based Adaptive Degradation Models0
In-Orbit Lunar Satellite Image Super Resolution for Selective Data Transmission0
Scene Text Image Super-Resolution via Parallelly Contextual Attention NetworkCode0
Boosting Lightweight Single Image Super-resolution via Joint-distillationCode0
Locally Adaptive Structure and Texture Similarity for Image Quality Assessment0
Optical Flow Reusing for High-Efficiency Space-Time Video Super Resolution0
Deep Fusion Prior for Plenoptic Super-Resolution All-in-Focus ImagingCode0
Real-time, low-cost multi-person 3D pose estimation0
Game Theory for Adversarial Attacks and DefensesCode0
StyleGAN-induced data-driven regularization for inverse problems0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified