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 1051–1075 of 3874 papers

Title	Date	Tasks	Status	Hype	Score
An End-to-end Framework For Low-Resolution Remote Sensing Semantic Segmentation	Mar 17, 2020	SegmentationSemantic Segmentation	CodeCode Available	1	5
Edge and Identity Preserving Network for Face Super-Resolution	Aug 27, 2020	GPUSuper-Resolution	CodeCode Available	1	5
ReLUs Are Sufficient for Learning Implicit Neural Representations	Jun 4, 2024	Super-Resolution	CodeCode Available	1	5
Does Diffusion Beat GAN in Image Super Resolution?	May 27, 2024	Image Super-ResolutionSuper-Resolution	CodeCode Available	1	5
Spatial-Angular Interaction for Light Field Image Super-Resolution	Dec 17, 2019	Image Super-ResolutionSSIM	CodeCode Available	1	5
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks	May 7, 2019	DeblurringSuper-Resolution	CodeCode Available	1	5
A Deep Journey into Super-resolution: A survey	Apr 16, 2019	Image Super-ResolutionSuper-Resolution	CodeCode Available	0	5
New Techniques for Preserving Global Structure and Denoising with Low Information Loss in Single-Image Super-Resolution	May 9, 2018	DenoisingImage Super-Resolution	CodeCode Available	0	5
Boosting Lightweight Single Image Super-resolution via Joint-distillation	Oct 17, 2021	Image Super-ResolutionMeta-Learning	CodeCode Available	0	5
Neural Nearest Neighbors Networks	Oct 30, 2018	DenoisingImage Denoising	CodeCode Available	0	5
Neural Architecture Search for Deep Image Prior	Jan 14, 2020	DecoderImage Restoration	CodeCode Available	0	5
Non-Local Recurrent Network for Image Restoration	Jun 7, 2018	DenoisingFeature Correlation	CodeCode Available	0	5
Boosting Diffusion Guidance via Learning Degradation-Aware Models for Blind Super Resolution	Jan 15, 2025	Blind Super-ResolutionSuper-Resolution	CodeCode Available	0	5
Natural and Realistic Single Image Super-Resolution with Explicit Natural Manifold Discrimination	Nov 9, 2019	Image Super-ResolutionSuper-Resolution	CodeCode Available	0	5
NAFRSSR: a Lightweight Recursive Network for Efficient Stereo Image Super-Resolution	May 14, 2024	Edge DetectionImage Super-Resolution	CodeCode Available	0	5
NCAP: Scene Text Image Super-Resolution with Non-CAtegorical Prior	Apr 1, 2025	Image Super-ResolutionSuper-Resolution	CodeCode Available	0	5
Multi-View Silhouette and Depth Decomposition for High Resolution 3D Object Representation	Feb 27, 2018	3D Object Reconstruction3D Object Super-Resolution	CodeCode Available	0	5
MuS2: A Real-World Benchmark for Sentinel-2 Multi-Image Super-Resolution	Oct 6, 2022	Image Super-ResolutionSuper-Resolution	CodeCode Available	0	5
Multi-scale super-resolution generation of low-resolution scanned pathological images	May 15, 2021	Generative Adversarial NetworkSSIM	CodeCode Available	0	5
Multitemporal and multispectral data fusion for super-resolution of Sentinel-2 images	Jan 26, 2023	Earth ObservationSuper-Resolution	CodeCode Available	0	5
Near field Acoustic Holography on arbitrary shapes using Convolutional Neural Network	Mar 31, 2021	Super-Resolution	CodeCode Available	0	5
Multi-Resolution Data Fusion for Super Resolution Imaging	May 13, 2021	Computational EfficiencySuper-Resolution	CodeCode Available	0	5
DiffPAD: Denoising Diffusion-based Adversarial Patch Decontamination	Oct 31, 2024	Adversarial RobustnessBinarization	CodeCode Available	0	5
Multimodal Sensor Fusion In Single Thermal image Super-Resolution	Dec 21, 2018	Image Super-ResolutionSensor Fusion	CodeCode Available	0	5
Multi-Objective Reinforced Evolution in Mobile Neural Architecture Search	Jan 4, 2019	image-classificationImage Classification	CodeCode Available	0	5

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Benchmark Results

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