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 23762400 of 3874 papers

TitleStatusHype
Content-aware Directed Propagation Network with Pixel Adaptive Kernel Attention0
BridgeNet: A Joint Learning Network of Depth Map Super-Resolution and Monocular Depth Estimation0
MFAGAN: A Compression Framework for Memory-Efficient On-Device Super-Resolution GAN0
Crack Segmentation for Low-Resolution Images using Joint Learning with Super-ResolutionCode1
LAConv: Local Adaptive Convolution for Image Fusion0
Self-Conditioned Probabilistic Learning of Video RescalingCode1
Compressed Ultrasound Imaging:from Sub-Nyquist Rates to Super-Resolution0
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataCode4
High-Resolution Pelvic MRI Reconstruction Using a Generative Adversarial Network with Attention and Cyclic Loss0
RankSRGAN: Super Resolution Generative Adversarial Networks with Learning to Rank0
Joint Implicit Image Function for Guided Depth Super-ResolutionCode1
ProfileSR-GAN: A GAN based Super-Resolution Method for Generating High-Resolution Load Profiles0
Joint Semi-supervised 3D Super-Resolution and Segmentation with Mixed Adversarial Gaussian Domain Adaptation0
Level generation and style enhancement -- deep learning for game development overview0
Multi-Attention Generative Adversarial Network for Remote Sensing Image Super-Resolution0
Single-shot structured illumination microscopy0
Real-Time Super-Resolution System of 4K-Video Based on Deep LearningCode1
Learned super resolution ultrasound for improved breast lesion characterization0
Effectiveness of State-of-the-Art Super Resolution Algorithms in Surveillance Environment0
Image restoration quality assessment based on regional differential information entropy0
Joint Motion Correction and Super Resolution for Cardiac Segmentation via Latent Optimisation0
Deep Learning Based Autonomous Vehicle Super Resolution DOA Estimation for Safety Driving0
Blind Image Super-Resolution: A Survey and Beyond0
A comparative study of various Deep Learning techniques for spatio-temporal Super-Resolution reconstruction of Forced Isotropic Turbulent flows0
A Deep Residual Star Generative Adversarial Network for multi-domain Image Super-Resolution0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified