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 19512000 of 3874 papers

TitleStatusHype
Deep Learning-based Synthetic High-Resolution In-Depth Imaging Using an Attachable Dual-element Endoscopic Ultrasound Probe0
Introducing Shape Prior Module in Diffusion Model for Medical Image Segmentation0
RGB-Guided Resolution Enhancement of IR Images0
Padding-free Convolution based on Preservation of Differential Characteristics of Kernels0
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
Panoramas from Photons0
SRN-SZ: Deep Leaning-Based Scientific Error-bounded Lossy Compression with Super-resolution Neural Networks0
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
Building Footprint Extraction in Dense Areas using Super Resolution and Frame Field Learning0
RSDiff: Remote Sensing Image Generation from Text Using Diffusion Model0
ACNPU: A 4.75TOPS/W 1080P@30FPS Super Resolution Accelerator with Decoupled Asymmetric Convolution0
HoloFusion: Towards Photo-realistic 3D Generative Modeling0
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
DISGAN: Wavelet-informed Discriminator Guides GAN to MRI Super-resolution with Noise CleaningCode0
StofNet: Super-resolution Time of Flight NetworkCode0
Towards Clip-Free Quantized Super-Resolution Networks: How to Tame Representative Images0
Calorimeter shower superresolutionCode0
Regularization by Neural Style Transfer for MRI Field-Transfer Reconstruction with Limited DataCode0
SimDA: Simple Diffusion Adapter for Efficient Video Generation0
Deformable-Detection Transformer for Microbubble Localization in Ultrasound Localization Microscopy0
SRMAE: Masked Image Modeling for Scale-Invariant Deep Representations0
Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on RegressionCode0
SR-GAN for SR-gamma: super resolution of photon calorimeter images at collider experiments0
S2R: Exploring a Double-Win Transformer-Based Framework for Ideal and Blind Super-ResolutionCode0
Dynamic Attention-Guided Diffusion for Image Super-Resolution0
CMISR: Circular Medical Image Super-Resolution0
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
A Self-Supervised Deep Denoiser for Hyperspectral and Multispectral Image FusionCode0
Iterative Reweighted Least Squares Networks With Convergence Guarantees for Solving Inverse Imaging Problems0
HSD-PAM: High Speed Super Resolution Deep Penetration Photoacoustic Microscopy Imaging Boosted by Dual Branch Fusion Network0
Harnessing Artificial Intelligence To Reduce Phototoxicity in Live Imaging0
PSRFlow: Probabilistic Super Resolution with Flow-Based Models for Scientific Data0
When Super-Resolution Meets Camouflaged Object Detection: A Comparison Study0
High-Resolution Vision Transformers for Pixel-Level Identification of Structural Components and Damage0
All-in-one Multi-degradation Image Restoration Network via Hierarchical Degradation Representation0
DiffDance: Cascaded Human Motion Diffusion Model for Dance Generation0
Super-Resolution Estimation of UWB Channels including the Diffuse Component -- An SBL-Inspired Approach0
Efficient neural supersampling on a novel gaming dataset0
HiREN: Towards Higher Supervision Quality for Better Scene Text Image Super-Resolution0
RGB-D-Fusion: Image Conditioned Depth Diffusion of Humanoid SubjectsCode0
Recovering high-quality FODs from a reduced number of diffusion-weighted images using a model-driven deep learning architectureCode0
A full-resolution training framework for Sentinel-2 image fusion0
SuperInpaint: Learning Detail-Enhanced Attentional Implicit Representation for Super-resolutional Image Inpainting0
Overcoming Distribution Mismatch in Quantizing Image Super-Resolution NetworksCode0
ICF-SRSR: Invertible scale-Conditional Function for Self-Supervised Real-world Single Image Super-Resolution0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified