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 901925 of 3874 papers

TitleStatusHype
Revisiting Temporal Modeling for Video Super-resolutionCode1
Hierarchical Amortized Training for Memory-efficient High Resolution 3D GANCode1
Component Divide-and-Conquer for Real-World Image Super-ResolutionCode1
OverNet: Lightweight Multi-Scale Super-Resolution with Overscaling NetworkCode1
Sub-Pixel Back-Projection Network For Lightweight Single Image Super-ResolutionCode1
Video Super-Resolution with Recurrent Structure-Detail NetworkCode1
Spatial-Angular Interaction for Light Field Image Super-ResolutionCode1
PlugNet: Degradation Aware Scene Text Recognition Supervised by a Pluggable Super-Resolution UnitCode1
Multi-Image Super-Resolution for Remote Sensing using Deep Recurrent NetworksCode1
Multi-Step Reinforcement Learning for Single Image Super-ResolutionCode1
3D Human Shape and Pose from a Single Low-Resolution Image with Self-Supervised LearningCode1
Solving Linear Inverse Problems Using the Prior Implicit in a DenoiserCode1
Frequency Domain-based Perceptual Loss for Super ResolutionCode1
MuCAN: Multi-Correspondence Aggregation Network for Video Super-ResolutionCode1
Video Super-resolution with Temporal Group AttentionCode1
Face Super-Resolution Guided by 3D Facial PriorsCode1
Pyramid With Super Resolution for In-the-Wild Facial Expression RecognitionCode1
Event Enhanced High-Quality Image RecoveryCode1
Human Pose Estimation on Privacy-Preserving Low-Resolution Depth ImagesCode1
Transformation Consistency Regularization- A Semi-Supervised Paradigm for Image-to-Image TranslationCode1
Lightweight Modules for Efficient Deep Learning based Image RestorationCode1
Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral Super-ResolutionCode1
Lightweight image super-resolution with enhanced CNNCode1
Journey Towards Tiny Perceptual Super-ResolutionCode1
Light Field Image Super-Resolution Using Deformable ConvolutionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified