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 18011850 of 3874 papers

TitleStatusHype
Adaptive Selection of Sampling-Reconstruction in Fourier Compressed Sensing0
Adaptive Segmentation-Based Initialization for Steered Mixture of Experts Image Regression0
SGSR: Structure-Guided Multi-Contrast MRI Super-Resolution via Spatio-Frequency Co-Query Attention0
DRCAS: Deep Restoration Network for Hardware Based Compressive Acquisition Scheme0
Image Super-Resolution With Deep Variational Autoencoders0
Image Super-Resolution with Guarantees via Conformalized Generative Models0
Image Super-Resolution Using VDSR-ResNeXt and SRCGAN0
Image Super-Resolution Using T-Tetromino Pixels0
Image Superresolution using Scale-Recurrent Dense Network0
Deep Photo Cropper and Enhancer0
Image Super-Resolution using Explicit Perceptual Loss0
IMDeception: Grouped Information Distilling Super-Resolution Network0
Deep Nonparametric Convexified Filtering for Computational Photography, Image Synthesis and Adversarial Defense0
Better to Follow, Follow to Be Better: Towards Precise Supervision of Feature Super-Resolution for Small Object Detection0
Image Super-Resolution Using Attention Based DenseNet with Residual Deconvolution0
Image Super-resolution Reconstruction Network based on Enhanced Swin Transformer via Alternating Aggregation of Local-Global Features0
Deep Neural Network for Fast and Accurate Single Image Super-Resolution via Channel-Attention-based Fusion of Orientation-aware Features0
Image super-resolution reconstruction based on attention mechanism and feature fusion0
Deep Neural Network-based Enhancement for Image and Video Streaming Systems: A Survey and Future Directions0
Image Super-Resolution Based on Sparsity Prior via Smoothed l_0 Norm0
Deep Networks for Image Super-Resolution with Sparse Prior0
Deep Networks for Image and Video Super-Resolution0
Beta Process Joint Dictionary Learning for Coupled Feature Spaces with Application to Single Image Super-Resolution0
Deep multi-frame face super-resolution0
Deep MR Image Super-Resolution Using Structural Priors0
Image Restoration using Autoencoding Priors0
Progressive Image Super-Resolution via Neural Differential Equation0
Deep MR Brain Image Super-Resolution Using Spatio-Structural Priors0
BERT-PIN: A BERT-based Framework for Recovering Missing Data Segments in Time-series Load Profiles0
Improving Generative Adversarial Networks for Video Super-Resolution0
Image Restoration by Deep Projected GSURE0
Improving Object Detection Quality in Football Through Super-Resolution Techniques0
Image Resolution Enhancement by Using Interpolation Followed by Iterative Back Projection0
Deep machine learning-assisted multiphoton microscopy to reduce light exposure and expedite imaging0
Image Reconstruction of Multi Branch Feature Multiplexing Fusion Network with Mixed Multi-layer Attention0
Image quality assessment for determining efficacy and limitations of Super-Resolution Convolutional Neural Network (SRCNN)0
Improving the resolution of microscope by deconvolution after dense scan0
Deeply Supervised Depth Map Super-Resolution as Novel View Synthesis0
Benefiting from Bicubically Down-Sampled Images for Learning Real-World Image Super-Resolution0
Benefiting from Multitask Learning to Improve Single Image Super-Resolution0
Incorporating Degradation Estimation in Light Field Spatial Super-Resolution0
Adaptive Multi-modal Fusion of Spatially Variant Kernel Refinement with Diffusion Model for Blind Image Super-Resolution0
Image Processing GNN: Breaking Rigidity in Super-Resolution0
ImagePairs: Realistic Super Resolution Dataset via Beam Splitter Camera Rig0
Inductive Matrix Completion and Root-MUSIC-Based Channel Estimation for Intelligent Reflecting Surface (IRS)-Aided Hybrid MIMO Systems0
Deeply Matting-based Dual Generative Adversarial Network for Image and Document Label Supervision0
Imagen Video: High Definition Video Generation with Diffusion Models0
Image Neural Field Diffusion Models0
Deeply Aggregated Alternating Minimization for Image Restoration0
Benchmarking Ultra-High-Definition Image Super-Resolution0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified