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 15511575 of 3874 papers

TitleStatusHype
Task-Aware Dynamic Transformer for Efficient Arbitrary-Scale Image Super-ResolutionCode0
QMambaBSR: Burst Image Super-Resolution with Query State Space Model0
Enhancing Events in Neutrino Telescopes through Deep Learning-Driven Super-ResolutionCode0
DIffSteISR: Harnessing Diffusion Prior for Superior Real-world Stereo Image Super-Resolution0
Event-Stream Super Resolution using Sigma-Delta Neural Network0
Palantir: Towards Efficient Super Resolution for Ultra-high-definition Live StreamingCode0
Content-decoupled Contrastive Learning-based Implicit Degradation Modeling for Blind Image Super-Resolution0
Kalman-Inspired Feature Propagation for Video Face Super-Resolution0
Efficient Single Image Super-Resolution with Entropy Attention and Receptive Field Augmentation0
Monitoring of Hermit Crabs Using drone-captured imagery and Deep Learning based Super-Resolution Reconstruction and Improved YOLOv80
Underwater litter monitoring using consumer-grade aerial-aquatic speedy scanner (AASS) and deep learning based super-resolution reconstruction and detection network0
SGSR: Structure-Guided Multi-Contrast MRI Super-Resolution via Spatio-Frequency Co-Query Attention0
Supervised Image Translation from Visible to Infrared Domain for Object Detection0
PINNs for Medical Image Analysis: A Survey0
Stop-and-go wave super-resolution reconstruction via iterative refinement0
Image Super-Resolution with Taylor Expansion Approximation and Large Field Reception0
What makes for good morphology representations for spatial omics?0
Efficient Channel Estimation for Millimeter Wave and Terahertz Systems Enabled by Integrated Super-resolution Sensing and Communication0
Deep Learning for Super-resolution Ultrasound Imaging with Spatiotemporal Data0
Competition-based Adaptive ReLU for Deep Neural Networks0
Sewer Image Super-Resolution with Depth Priors and Its Lightweight Network0
Inverse Problems with Diffusion Models: A MAP Estimation PerspectiveCode0
Super Resolution for Renewable Energy Resource Data With Wind From Reanalysis Data (Sup3rWind) and Application to Ukraine0
GaussianSR: High Fidelity 2D Gaussian Splatting for Arbitrary-Scale Image Super-Resolution0
Cuboid-Net: A Multi-Branch Convolutional Neural Network for Joint Space-Time Video Super Resolution0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified