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 1226–1250 of 3874 papers

Title	Date	Tasks	Status	Score
Deep Back-Projection Networks for Single Image Super-resolution	Apr 4, 2019	Image Super-ResolutionSuper-Resolution	CodeCode Available	5
AIM 2019 Challenge on Constrained Super-Resolution: Methods and Results	Nov 4, 2019	Image Super-ResolutionSuper-Resolution	CodeCode Available	5
MetH: A family of high-resolution and variable-shape image challenges	Nov 20, 2019	image-classificationImage Classification	CodeCode Available	5
Audio Super Resolution using Neural Networks	Aug 2, 2017	Audio GenerationAudio Super-Resolution	CodeCode Available	5
Decoupling Fine Detail and Global Geometry for Compressed Depth Map Super-Resolution	Nov 5, 2024	Depth Map Super-ResolutionSuper-Resolution	CodeCode Available	5
Decouple Learning for Parameterized Image Operators	Jul 21, 2018	Denoisingimage smoothing	CodeCode Available	5
MemNet: A Persistent Memory Network for Image Restoration	Aug 7, 2017	Color Image DenoisingImage Restoration	CodeCode Available	5
Decimated Framelet System on Graphs and Fast G-Framelet Transforms	Dec 12, 2020	Graph ClassificationGraph Representation Learning	CodeCode Available	5
Attention Based Real Image Restoration	Apr 26, 2020	DenoisingImage Restoration	CodeCode Available	5
Medical Image Imputation from Image Collections	Aug 17, 2018	AnatomyImage Imputation	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
DDR: Exploiting Deep Degradation Response as Flexible Image Descriptor	Jun 12, 2024	Blind Image Quality AssessmentDeblurring	CodeCode Available	5
DDoS-UNet: Incorporating temporal information using Dynamic Dual-channel UNet for enhancing super-resolution of dynamic MRI	Feb 10, 2022	SSIMSuper-Resolution	CodeCode Available	5
Masked Autoencoders are PDE Learners	Mar 26, 2024	Self-Supervised LearningSuper-Resolution	CodeCode Available	5
Maximum Likelihood on the Joint (Data, Condition) Distribution for Solving Ill-Posed Problems with Conditional Flow Models	Aug 24, 2022	Super-Resolution	CodeCode Available	5
Attention-based Multi-Reference Learning for Image Super-Resolution	Aug 31, 2021	Image Super-ResolutionSuper-Resolution	CodeCode Available	5
MaskBlur: Spatial and Angular Data Augmentation for Light Field Image Super-Resolution	Oct 9, 2024	Data AugmentationDeblurring	CodeCode Available	5
MEMC-Net: Motion Estimation and Motion Compensation Driven Neural Network for Video Frame Interpolation and Enhancement	Oct 20, 2018	Computational EfficiencyDenoising	CodeCode Available	5
Mining self-similarity: Label super-resolution with epitomic representations	Apr 24, 2020	Medical Image AnalysisSemantic Segmentation	CodeCode Available	5
Multiframe Motion Coupling for Video Super Resolution	Nov 23, 2016	Motion EstimationSuper-Resolution	CodeCode Available	5
MAANet: Multi-view Aware Attention Networks for Image Super-Resolution	Apr 12, 2019	Image Super-ResolutionSuper-Resolution	CodeCode Available	5
Data Upcycling Knowledge Distillation for Image Super-Resolution	Sep 25, 2023	Image Super-ResolutionKnowledge Distillation	CodeCode Available	5
Enhancing wind field resolution in complex terrain through a knowledge-driven machine learning approach	Sep 18, 2023	Super-Resolution	CodeCode Available	5
Data Overfitting for On-Device Super-Resolution with Dynamic Algorithm and Compiler Co-Design	Jul 3, 2024	Code GenerationSuper-Resolution	CodeCode Available	5
Data-Free Knowledge Distillation for Image Super-Resolution	Jun 19, 2021	Data-free Knowledge DistillationImage Super-Resolution	CodeCode Available	5

Show:10 25 50

← PrevPage 50 of 155Next →

Benchmark Results

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