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 26512700 of 3874 papers

TitleStatusHype
Transformers in Vision: A Survey0
Global field reconstruction from sparse sensors with Voronoi tessellation-assisted deep learningCode1
Context Reasoning Attention Network for Image Super-Resolution0
Real-World Video Super-Resolution: A Benchmark Dataset and a Decomposition Based Learning SchemeCode1
SIGNET: Efficient Neural Representation for Light Fields0
Event Stream Super-Resolution via Spatiotemporal Constraint Learning0
Benchmarking Ultra-High-Definition Image Super-Resolution0
EvIntSR-Net: Event Guided Multiple Latent Frames Reconstruction and Super-Resolution0
Super Resolve Dynamic Scene From Continuous Spike Streams0
IntraTomo: Self-Supervised Learning-Based Tomography via Sinogram Synthesis and PredictionCode0
Unsupervised Real-World Super-Resolution: A Domain Adaptation Perspective0
Inverting a Rolling Shutter Camera: Bring Rolling Shutter Images to High Framerate Global Shutter Video0
Dynamic High-Pass Filtering and Multi-Spectral Attention for Image Super-Resolution0
not-so-big-GAN: Generating High-Fidelity Images on Small Compute with Wavelet-based Super-Resolution0
Perception Consistency Ultrasound Image Super-resolution via Self-supervised CycleGANCode1
Generative VoxelNet: Learning Energy-Based Models for 3D Shape Synthesis and Analysis0
Joint super-resolution and synthesis of 1 mm isotropic MP-RAGE volumes from clinical MRI exams with scans of different orientation, resolution and contrastCode1
Memory-Efficient Hierarchical Neural Architecture Search for Image RestorationCode1
HDR Denoising and Deblurring by Learning Spatio-temporal Distortion Models0
DAQ: Channel-Wise Distribution-Aware Quantization for Deep Image Super-Resolution NetworksCode1
Frequency Consistent Adaptation for Real World Super Resolution0
Attention-based Image Upsampling0
Zoom-to-Inpaint: Image Inpainting with High-Frequency DetailsCode1
Deep Learning Techniques for Super-Resolution in Video Games0
Neural Radiance Flow for 4D View Synthesis and Video ProcessingCode1
CT Super Resolution via Zero Shot Learning0
Projected Distribution Loss for Image EnhancementCode0
Polyblur: Removing mild blur by polynomial reblurring0
TEMImageNet Training Library and AtomSegNet Deep-Learning Models for High-Precision Atom Segmentation, Localization, Denoising, and Super-Resolution Processing of Atomic-Resolution Images0
Learning Continuous Image Representation with Local Implicit Image FunctionCode2
Learning-Based Quality Assessment for Image Super-Resolution0
KOALAnet: Blind Super-Resolution using Kernel-Oriented Adaptive Local AdjustmentCode1
Geometry Enhancements from Visual Content: Going Beyond Ground Truth0
Decimated Framelet System on Graphs and Fast G-Framelet TransformsCode0
Learning Omni-frequency Region-adaptive Representations for Real Image Super-Resolution0
Detailed 3D Human Body Reconstruction from Multi-view Images Combining Voxel Super-Resolution and Learned Implicit Representation0
Super-resolution Guided Pore Detection for Fingerprint Recognition0
Improving the Fairness of Deep Generative Models without RetrainingCode1
Artefact removal in ground truth deficient fluctuations-based nanoscopy images using deep learning0
2-Step Sparse-View CT Reconstruction with a Domain-Specific Perceptual NetworkCode1
Bayesian Image Reconstruction using Deep Generative ModelsCode1
Hierarchical Residual Attention Network for Single Image Super-ResolutionCode1
SuperFront: From Low-resolution to High-resolution Frontal Face Synthesis0
Learned Block Iterative Shrinkage Thresholding Algorithm for Photothermal Super Resolution ImagingCode0
SRECG: ECG Signal Super-resolution Framework for Portable/Wearable Devices in Cardiac Arrhythmias ClassificationCode0
Boosting Image Super-Resolution Via Fusion of Complementary Information Captured by Multi-Modal Sensors0
BasicVSR: The Search for Essential Components in Video Super-Resolution and BeyondCode3
Unsupervised Alternating Optimization for Blind Hyperspectral Imagery Super-resolution0
EVRNet: Efficient Video Restoration on Edge Devices0
Learning Spatial Attention for Face Super-ResolutionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified