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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 651–700 of 3874 papers

TitleStatusHype
Learning Graph Regularisation for Guided Super-ResolutionCode1
RSTT: Real-time Spatial Temporal Transformer for Space-Time Video Super-ResolutionCode1
Efficient and Degradation-Adaptive Network for Real-World Image Super-ResolutionCode1
Transformer-empowered Multi-scale Contextual Matching and Aggregation for Multi-contrast MRI Super-resolutionCode1
Increasing the accuracy and resolution of precipitation forecasts using deep generative modelsCode1
Adaptive Patch Exiting for Scalable Single Image Super-ResolutionCode1
ARM: Any-Time Super-Resolution MethodCode1
SDOA-Net: An Efficient Deep Learning-Based DOA Estimation Network for Imperfect ArrayCode1
A Text Attention Network for Spatial Deformation Robust Scene Text Image Super-resolutionCode1
Hybrid Pixel-Unshuffled Network for Lightweight Image Super-ResolutionCode1
Panini-Net: GAN Prior Based Degradation-Aware Feature Interpolation for Face RestorationCode1
Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element NetworksCode1
Enriched CNN-Transformer Feature Aggregation Networks for Super-ResolutionCode1
STDAN: Deformable Attention Network for Space-Time Video Super-ResolutionCode1
Unfolded Deep Kernel Estimation for Blind Image Super-resolutionCode1
Learning the Degradation Distribution for Blind Image Super-ResolutionCode1
Rethinking data-driven point spread function modeling with a differentiable optical modelCode1
Dynamic Dual Trainable Bounds for Ultra-low Precision Super-Resolution NetworksCode1
Adaptive Cross-Layer Attention for Image RestorationCode1
HyperTransformer: A Textural and Spectral Feature Fusion Transformer for PansharpeningCode1
Ad2Attack: Adaptive Adversarial Attack on Real-Time UAV TrackingCode1
Self-Supervised Learning for Real-World Super-Resolution from Dual Zoomed ObservationsCode1
Spatio-temporal Vision Transformer for Super-resolution MicroscopyCode1
Conditional Simulation Using Diffusion Schrödinger BridgesCode1
Convolutional Neural Network Modelling for MODIS Land Surface Temperature Super-ResolutionCode1
Computing Multiple Image Reconstructions with a Single HypernetworkCode1
Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in ImagingCode1
TR-MISR: Multiimage Super-Resolution Based on Feature Fusion With TransformersCode1
Gradient Variance Loss for Structure-Enhanced Image Super-ResolutionCode1
Proximal Denoiser for Convergent Plug-and-Play Optimization with Nonconvex RegularizationCode1
Revisiting RCAN: Improved Training for Image Super-ResolutionCode1
Hyperspectral Image Super-resolution with Deep Priors and Degradation Model InversionCode1
Self-Supervised Deep Blind Video Super-ResolutionCode1
Flexible Style Image Super-Resolution using Conditional ObjectiveCode1
Coarse-to-Fine Embedded PatchMatch and Multi-Scale Dynamic Aggregation for Reference-based Super-ResolutionCode1
Efficient Non-Local Contrastive Attention for Image Super-ResolutionCode1
Local Motion and Contrast Priors Driven Deep Network for Infrared Small Target Super-ResolutionCode1
Detail-Preserving Transformer for Light Field Image Super-ResolutionCode1
Learnable Lookup Table for Neural Network QuantizationCode1
Efficient Single Image Super-Resolution Using Dual Path Connections with Multiple Scale LearningCode1
Reflash Dropout in Image Super-ResolutionCode1
On Efficient Transformer-Based Image Pre-training for Low-Level VisionCode1
A-ESRGAN: Training Real-World Blind Super-Resolution with Attention U-Net DiscriminatorsCode1
Pixel Distillation: A New Knowledge Distillation Scheme for Low-Resolution Image RecognitionCode1
Stable Long-Term Recurrent Video Super-ResolutionCode1
Feature Distillation Interaction Weighting Network for Lightweight Image Super-ResolutionCode1
Text Gestalt: Stroke-Aware Scene Text Image Super-ResolutionCode1
Implicit Transformer Network for Screen Content Image Continuous Super-ResolutionCode1
Formulating Event-based Image Reconstruction as a Linear Inverse Problem with Deep Regularization using Optical FlowCode1
A Dynamic Residual Self-Attention Network for Lightweight Single Image Super-ResolutionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41—Unverified