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 25012525 of 3874 papers

TitleStatusHype
Unsupervised Super-Resolution of Satellite Imagery for High Fidelity Material Label Transfer0
Capsule GAN for Prostate MRI Super-Resolution0
Multi-scale super-resolution generation of low-resolution scanned pathological imagesCode0
Image Super-Resolution Quality Assessment: Structural Fidelity Versus Statistical NaturalnessCode1
End-to-end Alternating Optimization for Blind Super ResolutionCode1
A Frequency Domain Constraint for Synthetic and Real X-ray Image Super Resolution0
Multi-Resolution Data Fusion for Super Resolution ImagingCode0
FDAN: Flow-guided Deformable Alignment Network for Video Super-Resolution0
EDPN: Enhanced Deep Pyramid Network for Blurry Image RestorationCode1
DPSRGAN: Dilation Patch Super-Resolution Generative Adversarial NetworksCode0
Analog Neural Computing with Super-resolution Memristor Crossbars0
An end-to-end Optical Character Recognition approach for ultra-low-resolution printed text images0
Differentiable Neural Architecture Search for Extremely Lightweight Image Super-ResolutionCode1
Unsupervised Remote Sensing Super-Resolution via Migration Image PriorCode1
Infrared Image Super-Resolution via Transfer Learning and PSRGANCode1
Real-Time Video Super-Resolution by Joint Local Inference and Global Parameter Estimation0
COMISR: Compression-Informed Video Super-ResolutionCode0
AI-assisted super-resolution cosmological simulations II: Halo substructures, velocities and higher order statistics0
Brain Graph Super-Resolution Using Adversarial Graph Neural Network with Application to Functional Brain ConnectivityCode1
Simultaneous super-resolution and motion artifact removal in diffusion-weighted MRI using unsupervised deep learning0
SRDiff: Single Image Super-Resolution with Diffusion Probabilistic ModelsCode1
NTIRE 2021 Challenge on Video Super-Resolution0
BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentCode3
Good Artists Copy, Great Artists Steal: Model Extraction Attacks Against Image Translation Models0
Intentional Deep Overfit Learning (IDOL): A Novel Deep Learning Strategy for Adaptive Radiation Therapy0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified