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 26012650 of 3874 papers

TitleStatusHype
High-Resolution WiFi Imaging with Reconfigurable Intelligent Surfaces0
Conditional Generation Using Polynomial ExpansionsCode0
SwiftSRGAN -- Rethinking Super-Resolution for Efficient and Real-time Inference0
Performance of a GPU- and Time-Efficient Pseudo 3D Network for Magnetic Resonance Image Super-Resolution and Motion Artifact Reduction0
Learning A 3D-CNN and Transformer Prior for Hyperspectral Image Super-Resolution0
A Close Look at Few-shot Real Image Super-resolution from the Distortion Relation Perspective0
Non-invasive hemodynamic analysis for aortic regurgitation using computational fluid dynamics and deep learning0
Local-Selective Feature Distillation for Single Image Super-Resolution0
FreqNet: A Frequency-domain Image Super-Resolution Network with Dicrete Cosine Transform0
AGA-GAN: Attribute Guided Attention Generative Adversarial Network with U-Net for Face Hallucination0
Identity-Preserving Pose-Robust Face Hallucination Through Face Subspace Prior0
Resistance-Time Co-Modulated PointNet for Temporal Super-Resolution Simulation of Blood Vessel Flows0
Fast and Light-Weight Network for Single Frame Structured Illumination Microscopy Super-Resolution0
Image Super-Resolution Using T-Tetromino Pixels0
A Latent Encoder Coupled Generative Adversarial Network (LE-GAN) for Efficient Hyperspectral Image Super-resolution0
Pixel-Level Kernel Estimation for Blind Super-ResolutionCode0
Small or Far Away? Exploiting Deep Super-Resolution and Altitude Data for Aerial Animal SurveillanceCode0
Explanatory Analysis and Rectification of the Pitfalls in COVID-19 Datasets0
GDCA: GAN-based single image super resolution with Dual discriminators and Channel Attention0
S3RP: Self-Supervised Super-Resolution and Prediction for Advection-Diffusion Process0
Synthetic magnetic resonance images for domain adaptation: Application to fetal brain tissue segmentation0
Texture-enhanced Light Field Super-resolution with Spatio-Angular Decomposition KernelsCode0
Remote Sensing Image Super-resolution and Object Detection: Benchmark and State of the Art0
Normalizing Flow as a Flexible Fidelity Objective for Photo-Realistic Super-resolution0
Multi-Spectral Multi-Image Super-Resolution of Sentinel-2 with Radiometric Consistency Losses and Its Effect on Building Delineation0
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