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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1151–1175 of 3874 papers

Title	Date	Tasks	Status	Score
MoViDNN: A Mobile Platform for Evaluating Video Quality Enhancement with Deep Neural Networks	Jan 12, 2022	DenoisingSSIM	CodeCode Available	5
MRI Super-Resolution using Multi-Channel Total Variation	Oct 8, 2018	Brain SegmentationSuper-Resolution	CodeCode Available	5
Modulating Image Restoration with Continual Levels via Adaptive Feature Modification Layers	Apr 17, 2019	DenoisingImage Denoising	CodeCode Available	5
Deep Mean-Shift Priors for Image Restoration	Sep 12, 2017	DeblurringDemosaicking	CodeCode Available	5
A Lightweight Recurrent Grouping Attention Network for Video Super-Resolution	Sep 25, 2023	Super-ResolutionVideo Super-Resolution	CodeCode Available	5
Deeply-Recursive Convolutional Network for Image Super-Resolution	Nov 14, 2015	Image Super-ResolutionSuper-Resolution	CodeCode Available	5
Model-Guided Network with Cluster-Based Operators for Spatio-Spectral Super-Resolution	May 30, 2025	Spectral ReconstructionSpectral Super-Resolution	CodeCode Available	5
MLP-SRGAN: A Single-Dimension Super Resolution GAN using MLP-Mixer	Mar 11, 2023	Generative Adversarial NetworkSSIM	CodeCode Available	5
Deep learning Framework for Mobile Microscopy	Jul 27, 2020	DeblurringDeep Learning	CodeCode Available	5
A Lightweight Image Super-Resolution Transformer Trained on Low-Resolution Images Only	Mar 30, 2025	Image Super-ResolutionSuper-Resolution	CodeCode Available	5
DeepLight: Reconstructing High-Resolution Observations of Nighttime Light With Multi-Modal Remote Sensing Data	Feb 24, 2024	Super-Resolution	CodeCode Available	5
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer	Aug 19, 2024	Image Super-ResolutionSuper-Resolution	CodeCode Available	5
Benchmarking Probabilistic Deep Learning Methods for License Plate Recognition	Feb 2, 2023	BenchmarkingDeep Learning	CodeCode Available	5
Mining the manifolds of deep generative models for multiple data-consistent solutions of ill-posed tomographic imaging problems	Feb 10, 2022	Generative Adversarial NetworkStochastic Optimization	CodeCode Available	5
MetH: A family of high-resolution and variable-shape image challenges	Nov 20, 2019	image-classificationImage Classification	CodeCode Available	5
Deep learning for temporal super-resolution 4D Flow MRI	Jan 15, 2025	Deep LearningSuper-Resolution	CodeCode Available	5
Deep Learning for Single Image Super-Resolution: A Brief Review	Aug 9, 2018	Deep LearningEfficient Neural Network	CodeCode Available	5
Deep Learning for Multiple-Image Super-Resolution	Mar 1, 2019	Deep LearningImage Super-Resolution	CodeCode Available	5
Mining self-similarity: Label super-resolution with epitomic representations	Apr 24, 2020	Medical Image AnalysisSemantic Segmentation	CodeCode Available	5
Unsupervised Hyperspectral and Multispectral Image Fusion via Self-Supervised Modality Decoupling	Dec 6, 2024	AllSelf-Supervised Learning	CodeCode Available	5
MemNet: A Persistent Memory Network for Image Restoration	Aug 7, 2017	Color Image DenoisingImage Restoration	CodeCode Available	5
Deep Learning for Image Super-resolution: A Survey	Feb 16, 2019	Deep LearningImage Super-Resolution	CodeCode Available	5
Algorithmic Guarantees for Inverse Imaging with Untrained Network Priors	Jun 20, 2019	Compressive SensingDenoising	CodeCode Available	5
Deep Learning for Cornea Microscopy Blind Deblurring	Jun 25, 2020	DeblurringDeep Learning	CodeCode Available	5
MEMC-Net: Motion Estimation and Motion Compensation Driven Neural Network for Video Interpolation and Enhancement	Oct 20, 2018	Computational EfficiencyDenoising	CodeCode Available	5

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	super-resolution	Average PSNR	20.41	—	Unverified