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 21012150 of 3874 papers

TitleStatusHype
Depth-Independent Depth Completion via Least Square Estimation0
A Novel Dual Dense Connection Network for Video Super-resolution0
Adaptive Cross-Layer Attention for Image RestorationCode1
HyperTransformer: A Textural and Spectral Feature Fusion Transformer for PansharpeningCode1
Ad2Attack: Adaptive Adversarial Attack on Real-Time UAV TrackingCode1
Fast Neural Architecture Search for Lightweight Dense Prediction Networks0
Self-Supervised Learning for Real-World Super-Resolution from Dual Zoomed ObservationsCode1
Towards Bidirectional Arbitrary Image Rescaling: Joint Optimization and Cycle Idempotence0
Fine-grained Urban Flow Inference with Incomplete DataCode0
Thermographic detection of internal defects using 2D photothermal super resolution reconstruction with sequential laser heating0
Enhanced Image Reconstruction From Quarter Sampling Measurements Using An Adapted Very Deep Super Resolution Network0
Spatio-temporal Vision Transformer for Super-resolution MicroscopyCode1
Enhancing Satellite Imagery using Deep Learning for the Sensor To Shooter Timeline0
One-shot Ultra-high-Resolution Generative Adversarial Network That Synthesizes 16K Images On A Single GPU0
Conditional Simulation Using Diffusion Schrödinger BridgesCode1
Real-World Blind Super-Resolution via Feature Matching with Implicit High-Resolution PriorsCode2
Pix2NeRF: Unsupervised Conditional π-GAN for Single Image to Neural Radiance Fields TranslationCode2
Multi-image Super-resolution via Quality Map Associated Attention Network0
Time Efficient Training of Progressive Generative Adversarial Network using Depthwise Separable Convolution and Super Resolution Generative Adversarial Network0
Super-resolution GANs of randomly-seeded fieldsCode0
Convolutional Neural Network Modelling for MODIS Land Surface Temperature Super-ResolutionCode1
Disentangling Light Fields for Super-Resolution and Disparity Estimation0
Mathematical Foundation of Sparsity-based Multi-snapshot Spectral Estimation0
Rotationally Equivariant Super-Resolution of Velocity Fields in Two-Dimensional Fluids Using Convolutional Neural Networks0
Computing Multiple Image Reconstructions with a Single HypernetworkCode1
Autoencoding Low-Resolution MRI for Semantically Smooth Interpolation of Anisotropic MRI0
Single Image Super-Resolution Methods: A Survey0
Mapping molecular complexes with Super-Resolution Microscopy and Single-Particle Analysis0
Deep Constrained Least Squares for Blind Image Super-ResolutionCode2
Memory-augmented Deep Unfolding Network for Guided Image Super-resolution0
Optimal Transport for Super Resolution Applied to Astronomy Imaging0
Mining the manifolds of deep generative models for multiple data-consistent solutions of ill-posed tomographic imaging problemsCode0
DDoS-UNet: Incorporating temporal information using Dynamic Dual-channel UNet for enhancing super-resolution of dynamic MRICode0
Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in ImagingCode1
Binary Neural Networks as a general-propose compute paradigm for on-device computer vision0
HALS: A Height-Aware Lidar Super-Resolution Framework for Autonomous Driving0
Trained Model in Supervised Deep Learning is a Conditional Risk MinimizerCode0
Accurate super-resolution low-field brain MRI0
Patch-Based Stochastic Attention for Image EditingCode0
A new face swap method for image and video domains: a technical reportCode3
TR-MISR: Multiimage Super-Resolution Based on Feature Fusion With TransformersCode1
Fast Online Video Super-Resolution with Deformable Attention Pyramid0
An Optimal Transport Perspective on Unpaired Image Super-Resolution0
Gradient Variance Loss for Structure-Enhanced Image Super-ResolutionCode1
CAESR: Conditional Autoencoder and Super-Resolution for Learned Spatial Scalability0
Proximal Denoiser for Convergent Plug-and-Play Optimization with Nonconvex RegularizationCode1
Scale-arbitrary Invertible Image Downscaling0
End-to-End Optimization of Metasurfaces for Imaging with Compressed SensingCode0
Image Superresolution using Scale-Recurrent Dense Network0
Deep Networks for Image and Video Super-Resolution0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified