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 32013250 of 3874 papers

TitleStatusHype
Training Set Effect on Super Resolution for Automated Target Recognition0
Facial Expression Restoration Based on Improved Graph Convolutional Networks0
Hyperspectral Super-resolution: A Coupled Nonnegative Block-term Tensor Decomposition Approach0
Image Restoration Using Deep Regulated Convolutional NetworksCode0
Component Attention Guided Face Super-Resolution Network: CAGFaceCode0
Multimodal Image Super-resolution via Deep Unfolding with Side Information0
Image Deconvolution with Deep Image and Kernel Priors0
Translation position extracting in incoherent Fourier ptychography0
ERNet Family: Hardware-Oriented CNN Models for Computational Imaging Using Block-Based Inference0
eCNN: A Block-Based and Highly-Parallel CNN Accelerator for Edge Inference0
Practical License Plate Recognition in Unconstrained Surveillance Systems with Adversarial Super-ResolutionCode0
Image Super-Resolution via Attention based Back Projection NetworksCode0
Wavelet Domain Style Transfer for an Effective Perception-distortion Tradeoff in Single Image Super-ResolutionCode0
Deep Convolutional Neural Network for Multi-modal Image Restoration and Fusion0
Unsupervised Image Super-Resolution with an Indirect Supervised Path0
Image Super-Resolution Improved by Edge InformationCode0
Better to Follow, Follow to Be Better: Towards Precise Supervision of Feature Super-Resolution for Small Object Detection0
Kernel Modeling Super-Resolution on Real Low-Resolution ImagesCode0
Fast Image Restoration With Multi-Bin Trainable Linear UnitsCode0
Deep learning at scale for subgrid modeling in turbulent flows0
Deep Blind Hyperspectral Image Fusion0
Embedded Block Residual Network: A Recursive Restoration Model for Single-Image Super-Resolution0
Progressive Fusion Video Super-Resolution Network via Exploiting Non-Local Spatio-Temporal CorrelationsCode0
Super-resolution photoacoustic and ultrasound imaging with sparse arrays0
Coarse-to-Fine Registration of Airborne LiDAR Data and Optical Imagery on Urban Scenes0
Unsupervised Projection Networks for Generative Adversarial Networks0
Frame and Feature-Context Video Super-Resolution0
Learning to Have an Ear for Face Super-Resolution0
Multi-grained Attention Networks for Single Image Super-Resolution0
Manifold Modeling in Embedded Space: A Perspective for Interpreting "Deep Image Prior"0
Optimal Transport driven CycleGAN for Unsupervised Learning in Inverse Problems0
Analysis and Interpretation of Deep CNN Representations as Perceptual Quality Features0
Pixel Co-Occurence Based Loss Metrics for Super Resolution Texture Recovery0
Relative Pixel Prediction For Autoregressive Image Generation0
Efficient Residual Dense Block Search for Image Super-ResolutionCode0
Deformable Non-local Network for Video Super-ResolutionCode0
Enhancing Traffic Scene Predictions with Generative Adversarial Networks0
s-LWSR: Super Lightweight Super-Resolution NetworkCode0
DRCAS: Deep Restoration Network for Hardware Based Compressive Acquisition Scheme0
Unsupervised Learning for Real-World Super-Resolution0
Deeply Matting-based Dual Generative Adversarial Network for Image and Document Label Supervision0
Multi-FAN: Multi-Spectral Mosaic Super-Resolution Via Multi-Scale Feature Aggregation Network0
Deep Learning for Low-Field to High-Field MR: Image Quality Transfer with Probabilistic Decimation Simulator0
Temporal FiLM: Capturing Long-Range Sequence Dependencies with Feature-Wise ModulationsCode0
Blind Super-Resolution Kernel Estimation using an Internal-GANCode0
Phase Retrieval using Untrained Neural Network Priors0
Edge-Informed Single Image Super-ResolutionCode0
Deep MR Brain Image Super-Resolution Using Spatio-Structural Priors0
JSI-GAN: GAN-Based Joint Super-Resolution and Inverse Tone-Mapping with Pixel-Wise Task-Specific Filters for UHD HDR VideoCode0
Deep Super-Resolution Network for Single Image Super-Resolution with Realistic Degradations0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified