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 29512975 of 3874 papers

TitleStatusHype
Light Stage Super-Resolution: Continuous High-Frequency Relighting0
A Generalizable and Accessible Approach to Machine Learning with Global Satellite Imagery0
VolumeNet: A Lightweight Parallel Network for Super-Resolution of Medical Volumetric Data0
Morphological Reconstruction Improves Microvessel Mapping in Super-Resolution Ultrasound0
AI-assisted super-resolution cosmological simulations0
LASSR: Effective Super-Resolution Method for Plant Disease Diagnosis0
Neural Enhancement in Content Delivery Systems: The State-of-the-Art and Future Directions0
Diagnosing and Preventing Instabilities in Recurrent Video Processing0
WDN: A Wide and Deep Network to Divide-and-Conquer Image Super-resolution0
ASDN: A Deep Convolutional Network for Arbitrary Scale Image Super-ResolutionCode0
AFN: Attentional Feedback Network based 3D Terrain Super-ResolutionCode0
Spatial Frequency Bias in Convolutional Generative Adversarial Networks0
High Quality Remote Sensing Image Super-Resolution Using Deep Memory Connected Network0
Deformable Kernel Convolutional Network for Video Extreme Super-Resolution0
FAN: Frequency Aggregation Network for Real Image Super-resolution0
AIM 2020 Challenge on Video Temporal Super-Resolution0
Deep Selective Combinatorial Embedding and Consistency Regularization for Light Field Super-resolution0
ADMM-Net for Communication Interference Removal in Stepped-Frequency Radar0
AIM 2020 Challenge on Real Image Super-Resolution: Methods and Results0
Deep Artifact-Free Residual Network for Single Image Super-Resolution0
Blind Image Super-Resolution with Spatial Context Hallucination0
Reconstruct high-resolution multi-focal plane images from a single 2D wide field image0
AdderSR: Towards Energy Efficient Image Super-Resolution0
DeepRemaster: Temporal Source-Reference Attention Networks for Comprehensive Video Enhancement0
Multiple Exemplars-based Hallucinationfor Face Super-resolution and Editing0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified