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 31763200 of 3874 papers

TitleStatusHype
Self-Enhanced Convolutional Network for Facial Video Hallucination0
Joint Spatial and Angular Super-Resolution from a Single Image0
PAG-Net: Progressive Attention Guided Depth Super-resolution Network0
Single Image Super Resolution based on a Modified U-net with Mixed Gradient Loss0
MetH: A family of high-resolution and variable-shape image challengesCode0
Super-resolved Localisation without Identifying LoS/NLoS Paths0
Dual Reconstruction with Densely Connected Residual Network for Single Image Super-Resolution0
Joint Super-Resolution and Alignment of Tiny FacesCode0
Fine-Grained Neural Architecture Search0
AIM 2019 Challenge on Real-World Image Super-Resolution: Methods and ResultsCode0
Multi-modal Deep Guided Filtering for Comprehensible Medical Image Processing0
Frequency Separation for Real-World Super-ResolutionCode0
Towards the Automation of Deep Image Prior0
Longitudinal analysis of fetal MRI in patients with prenatal spina bifida repair0
Neutron Ghost Imaging0
Natural and Realistic Single Image Super-Resolution with Explicit Natural Manifold DiscriminationCode0
Degrees of freedom for off-the-grid sparse estimation0
Perception-oriented Single Image Super-Resolution via Dual Relativistic Average Generative Adversarial Networks0
Joint Demosaicing and Super-Resolution (JDSR): Network Design and Perceptual Optimization0
A deep learning framework for morphologic detail beyond the diffraction limit in infrared spectroscopic imagingCode0
Single-Frame Super-Resolution of Solar Magnetograms: Investigating Physics-Based Metrics \& Losses0
Probabilistic Super-Resolution of Solar Magnetograms: Generating Many Explanations and Measuring Uncertainties0
FCSR-GAN: Joint Face Completion and Super-resolution via Multi-task LearningCode0
Cross-Scale Residual Network for Multiple Tasks:Image Super-resolution, Denoising, and Deblocking0
AIM 2019 Challenge on Constrained Super-Resolution: Methods and ResultsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified