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 20512100 of 3874 papers

TitleStatusHype
EfficientSRFace: An Efficient Network with Super-Resolution Enhancement for Accurate Face Detection0
Spatio-Angular Convolutions for Super-resolution in Diffusion MRICode0
Dissecting Arbitrary-scale Super-resolution Capability from Pre-trained Diffusion Generative Models0
Physics-Informed Ensemble Representation for Light-Field Image Super-ResolutionCode0
Scale-aware Super-resolution Network with Dual Affinity Learning for Lesion Segmentation from Medical Images0
Toward Real-World Light Field Super-ResolutionCode0
Convolutional neural network based on sparse graph attention mechanism for MRI super-resolution0
Crafting Training Degradation Distribution for the Accuracy-Generalization Trade-off in Real-World Super-Resolution0
USIM-DAL: Uncertainty-aware Statistical Image Modeling-based Dense Active Learning for Super-resolution0
Learning from Multi-Perception Features for Real-Word Image Super-resolution0
AI-based analysis of super-resolution microscopy: Biological discovery in the absence of ground truth0
High-Similarity-Pass Attention for Single Image Super-Resolution0
NegVSR: Augmenting Negatives for Generalized Noise Modeling in Real-World Video Super-Resolution0
Deceptive-NeRF/3DGS: Diffusion-Generated Pseudo-Observations for High-Quality Sparse-View Reconstruction0
Solving Diffusion ODEs with Optimal Boundary Conditions for Better Image Super-Resolution0
Multi-BVOC Super-Resolution Exploiting Compounds Inter-Connection0
A Dive into SAM Prior in Image Restoration0
Basis Pursuit Denoising via Recurrent Neural Network Applied to Super-resolving SAR Tomography0
Generalized Expectation Maximization Framework for Blind Image Super Resolution0
Cycle Consistency-based Uncertainty Quantification of Neural Networks in Inverse Imaging Problems0
Toward Moiré-Free and Detail-Preserving Demosaicking0
Screentone-Aware Manga Super-Resolution Using DeepLearning0
Joint MR sequence optimization beats pure neural network approaches for spin-echo MRI super-resolution0
Sensing User's Channel and Location with Terahertz Extra-Large Reconfigurable Intelligent Surface under Hybrid-Field Beam Squint Effect0
PanFlowNet: A Flow-Based Deep Network for Pan-sharpening0
Can SAM Boost Video Super-Resolution?0
Reference-based OCT Angiogram Super-resolution with Learnable Texture Generation0
Propagation Modeling for Physically Large Arrays: Measurements and Multipath Component Visibility0
Integrated Super-Resolution Sensing and Communication with 5G NR Waveform: Signal Processing with Uneven CPs and Experiments0
Hybrid Transformer and CNN Attention Network for Stereo Image Super-resolution0
SR+Codec: a Benchmark of Super-Resolution for Video Compression Bitrate ReductionCode0
Deep Learning and Image Super-Resolution-Guided Beam and Power Allocation for mmWave Networks0
Steered Mixture-of-Experts Autoencoder Design for Real-Time Image Modelling and Denoising0
Detecting disruption of HER2 membrane protein organization in cell membranes with nanoscale precision0
Neural Architecture Search for Intel Movidius VPU0
AsConvSR: Fast and Lightweight Super-Resolution Network with Assembled Convolutions0
Near-realtime Facial Animation by Deep 3D Simulation Super-Resolution0
Unsupervised Domain Adaptation for Neuron Membrane Segmentation based on Structural Features0
Expanding Synthetic Real-World Degradations for Blind Video Super Resolution0
An FCNN-Based Super-Resolution mmWave Radar Framework for Contactless Musical Instrument InterfaceCode0
Deep Learning-Assisted Simultaneous Targets Sensing and Super-Resolution Imaging0
Self-supervised arbitrary scale super-resolution framework for anisotropic MRI0
LD-GAN: Low-Dimensional Generative Adversarial Network for Spectral Image Generation with Variance RegularizationCode0
Sparsity-Aware Optimal Transport for Unsupervised Restoration Learning0
Super-NeRF: View-consistent Detail Generation for NeRF super-resolution0
OPDN: Omnidirectional Position-aware Deformable Network for Omnidirectional Image Super-Resolution0
On the Use of Singular Value Decomposition as a Clutter Filter for Ultrasound Flow Imaging0
GlyphDiffusion: Text Generation as Image Generation0
SwinFSR: Stereo Image Super-Resolution using SwinIR and Frequency Domain Knowledge0
Reconstructing Turbulent Flows Using Physics-Aware Spatio-Temporal Dynamics and Test-Time Refinement0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified