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 21512175 of 3874 papers

TitleStatusHype
VRT: A Video Restoration TransformerCode3
Denoising Diffusion Restoration ModelsCode2
Revisiting RCAN: Improved Training for Image Super-ResolutionCode1
Learning Multiple Probabilistic Degradation Generators for Unsupervised Real World Image Super ResolutionCode0
Revisiting L1 Loss in Super-Resolution: A Probabilistic View and Beyond0
Hyperspectral Image Super-resolution with Deep Priors and Degradation Model InversionCode1
Perceptual cGAN for MRI Super-resolutionCode0
A Review of Deep Learning Based Image Super-resolution Techniques0
Robust Unpaired Single Image Super-Resolution of Faces0
SparseAlign: A Super-Resolution Algorithm for Automatic Marker Localization and Deformation Estimation in Cryo-Electron Tomography0
Enhancement or Super-Resolution: Learning-based Adaptive Video Streaming with Client-Side Video Processing0
Virtual Coil Augmentation Technology for MR Coil Extrapolation via Deep Learning0
Self-Supervised Deep Blind Video Super-ResolutionCode1
Improving Clinical Diagnosis Performance with Automated X-ray Scan Quality Enhancement Algorithms0
Dual Perceptual Loss for Single Image Super-Resolution Using ESRGAN0
CISRNet: Compressed Image Super-Resolution NetworkCode0
UDC: Unified DNAS for Compressible TinyML Models0
SDT-DCSCN for Simultaneous Super-Resolution and Deblurring of Text ImagesCode0
Flexible Style Image Super-Resolution using Conditional ObjectiveCode1
Coarse-to-Fine Embedded PatchMatch and Multi-Scale Dynamic Aggregation for Reference-based Super-ResolutionCode1
MoViDNN: A Mobile Platform for Evaluating Video Quality Enhancement with Deep Neural NetworksCode0
SCSNet: An Efficient Paradigm for Learning Simultaneously Image Colorization and Super-Resolution0
Image quality measurements and denoising using Fourier Ring CorrelationsCode0
Efficient Non-Local Contrastive Attention for Image Super-ResolutionCode1
RestoreDet: Degradation Equivariant Representation for Object Detection in Low Resolution Images0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified