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 29012950 of 3874 papers

TitleStatusHype
Learned Block Iterative Shrinkage Thresholding Algorithm for Photothermal Super Resolution ImagingCode0
SuperFront: From Low-resolution to High-resolution Frontal Face Synthesis0
SRECG: ECG Signal Super-resolution Framework for Portable/Wearable Devices in Cardiac Arrhythmias ClassificationCode0
Unsupervised Alternating Optimization for Blind Hyperspectral Imagery Super-resolution0
EVRNet: Efficient Video Restoration on Edge Devices0
Decomposition, Compression, and Synthesis (DCS)-based Video Coding: A Neural Exploration via Resolution-Adaptive Learning0
GLEAN: Generative Latent Bank for Large-Factor Image Super-Resolution0
Model Adaptation for Inverse Problems in Imaging0
Cross-MPI: Cross-scale Stereo for Image Super-Resolution using Multiplane Images0
Single Image Super-resolution with a Switch Guided Hybrid Network for Satellite Images0
Multi-Scale Progressive Fusion Learning for Depth Map Super-Resolution0
FireSRnet: Geoscience-Driven Super-Resolution of Future Fire Risk from Climate Change0
Deep-learning based down-scaling of summer monsoon rainfall data over Indian region0
Learnable Sampling 3D Convolution for Video Enhancement and Action Recognition0
Interpreting Super-Resolution Networks with Local Attribution Maps0
Cryo-ZSSR: multiple-image super-resolution based on deep internal learning0
On-Device Text Image Super Resolution0
Recursive Deep Prior Video: a Super Resolution algorithm for Time-Lapse Microscopy of organ-on-chip experiments0
Spectral Response Function Guided Deep Optimization-driven Network for Spectral Super-resolution0
Fast and Robust Cascade Model for Multiple Degradation Single Image Super-ResolutionCode0
Assessing Wireless Sensing Potential with Large Intelligent Surfaces0
Dense U-net for super-resolution with shuffle pooling layer0
Strict Enforcement of Conservation Laws and Invertibility in CNN-Based Super Resolution for Scientific Datasets0
Deep machine learning-assisted multiphoton microscopy to reduce light exposure and expedite imaging0
Joint Super-Resolution and Rectification for Solar Cell Inspection0
MPRNet: Multi-Path Residual Network for Lightweight Image Super Resolution0
EPSR: Edge Profile Super resolution0
Fine Perceptive GANs for Brain MR Image Super-Resolution in Wavelet Domain0
Real-time Surgical Environment Enhancement for Robot-Assisted Minimally Invasive Surgery Based on Super-Resolution0
Augmented Equivariant Attention Networks for Microscopy Image Reconstruction0
Super-Resolution of Real-World Faces0
Physics-Informed Neural Network Super Resolution for Advection-Diffusion Models0
Generating Unobserved Alternatives0
Learning a Generative Motion Model from Image Sequences based on a Latent Motion Matrix0
A Novel Fast 3D Single Image Super-Resolution Algorithm0
Differentiable Channel Sparsity Search via Weight Sharing within Filters0
Micro-CT Synthesis and Inner Ear Super Resolution via Generative Adversarial Networks and Bayesian Inference0
Wavelet Flow: Fast Training of High Resolution Normalizing FlowsCode0
Satellite Image Small Target Application Based on Deep Segmented Residual Neural Network0
Unsupervised Super-Resolution: Creating High-Resolution Medical Images from Low-Resolution Anisotropic Examples0
Multi-Frame Super-Resolution Combining Demons Registration and Regularized Bayesian Reconstruction0
Model-Driven Channel Estimation for OFDM Systems Based on Image Super- Resolution Network0
Super-Resolution Reconstruction of Interval Energy Data0
Multi Scale Identity-Preserving Image-to-Image Translation Network for Low-Resolution Face RecognitionCode0
Super-resolution of periodic signals from short sequences of samples0
Non-convex Super-resolution of OCT images via sparse representation0
Adaptive Pixel-wise Structured Sparse Network for Efficient CNNs0
Micro CT Image-Assisted Cross Modality Super-Resolution of Clinical CT Images Utilizing Synthesized Training Dataset0
Multi-Modal Super Resolution for Dense Microscopic Particle Size Estimation0
Boosting High-Level Vision with Joint Compression Artifacts Reduction and Super-Resolution0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified