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 12011250 of 3874 papers

TitleStatusHype
MetaF2N: Blind Image Super-Resolution by Learning Efficient Model Adaptation from FacesCode1
HDTR-Net: A Real-Time High-Definition Teeth Restoration Network for Arbitrary Talking Face Generation MethodsCode1
Deep Nonparametric Convexified Filtering for Computational Photography, Image Synthesis and Adversarial Defense0
Deep Learning-based Synthetic High-Resolution In-Depth Imaging Using an Attachable Dual-element Endoscopic Ultrasound Probe0
AudioSR: Versatile Audio Super-resolution at ScaleCode3
Padding-free Convolution based on Preservation of Differential Characteristics of Kernels0
Learning from History: Task-agnostic Model Contrastive Learning for Image RestorationCode1
RGB-Guided Resolution Enhancement of IR Images0
Introducing Shape Prior Module in Diffusion Model for Medical Image Segmentation0
HAT: Hybrid Attention Transformer for Image RestorationCode3
Diving into Darkness: A Dual-Modulated Framework for High-Fidelity Super-Resolution in Ultra-Dark Environments0
Super-Resolution Surface Reconstruction from Few Low-Resolution SlicesCode0
Towards Real-World Burst Image Super-Resolution: Benchmark and MethodCode1
Panoramas from Photons0
SRN-SZ: Deep Leaning-Based Scientific Error-bounded Lossy Compression with Super-resolution Neural Networks0
NUV-DoA: NUV Prior-based Bayesian Sparse Reconstruction with Spatial Filtering for Super-Resolution DoA EstimationCode1
SEAL: A Framework for Systematic Evaluation of Real-World Super-ResolutionCode1
Local Padding in Patch-Based GANs for Seamless Infinite-Sized Texture SynthesisCode0
Direction-of-arrival estimation with conventional co-prime arrays using deep learning-based probablistic Bayesian neural networks0
Implicit Neural Image StitchingCode1
Building Footprint Extraction in Dense Areas using Super Resolution and Frame Field Learning0
RSDiff: Remote Sensing Image Generation from Text Using Diffusion Model0
Deep Unfolding Convolutional Dictionary Model for Multi-Contrast MRI Super-resolution and ReconstructionCode1
ACNPU: A 4.75TOPS/W 1080P@30FPS Super Resolution Accelerator with Decoupled Asymmetric Convolution0
DiffBIR: Towards Blind Image Restoration with Generative Diffusion PriorCode4
HoloFusion: Towards Photo-realistic 3D Generative Modeling0
Pixel-Aware Stable Diffusion for Realistic Image Super-resolution and Personalized StylizationCode3
A comprehensive review on Plant Leaf Disease detection using Deep learning0
DiffI2I: Efficient Diffusion Model for Image-to-Image Translation0
FFEINR: Flow Feature-Enhanced Implicit Neural Representation for Spatio-temporal Super-Resolution0
InverseSR: 3D Brain MRI Super-Resolution Using a Latent Diffusion ModelCode1
StofNet: Super-resolution Time of Flight NetworkCode0
DISGAN: Wavelet-informed Discriminator Guides GAN to MRI Super-resolution with Noise CleaningCode0
Calorimeter shower superresolutionCode0
Towards Clip-Free Quantized Super-Resolution Networks: How to Tame Representative Images0
Regularization by Neural Style Transfer for MRI Field-Transfer Reconstruction with Limited DataCode0
Deformable-Detection Transformer for Microbubble Localization in Ultrasound Localization Microscopy0
Diffusion Models for Image Restoration and Enhancement -- A Comprehensive SurveyCode2
SimDA: Simple Diffusion Adapter for Efficient Video Generation0
SRMAE: Masked Image Modeling for Scale-Invariant Deep Representations0
SR-GAN for SR-gamma: super resolution of photon calorimeter images at collider experiments0
End-to-end Alternating Optimization for Real-World Blind Super ResolutionCode1
Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on RegressionCode0
SYENet: A Simple Yet Effective Network for Multiple Low-Level Vision Tasks with Real-time Performance on Mobile DeviceCode1
S2R: Exploring a Double-Win Transformer-Based Framework for Ideal and Blind Super-ResolutionCode0
CMISR: Circular Medical Image Super-Resolution0
Dynamic Attention-Guided Diffusion for Image Super-Resolution0
TextDiff: Mask-Guided Residual Diffusion Models for Scene Text Image Super-ResolutionCode1
On Versatile Video Coding at UHD with Machine-Learning-Based Super-Resolution0
Revolutionizing Space Health (Swin-FSR): Advancing Super-Resolution of Fundus Images for SANS Visual Assessment TechnologyCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified