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 34513500 of 3874 papers

TitleStatusHype
cGANs with Projection DiscriminatorCode0
Single Image Super-Resolution using Residual Channel Attention NetworkCode0
PC-SRGAN: Physically Consistent Super-Resolution Generative Adversarial Network for General Transient SimulationsCode0
CFSNet: Toward a Controllable Feature Space for Image RestorationCode0
Frank-Wolfe Network: An Interpretable Deep Structure for Non-Sparse CodingCode0
LossAgent: Towards Any Optimization Objectives for Image Processing with LLM AgentsCode0
Towards Lightweight Hyperspectral Image Super-Resolution with Depthwise Separable Dilated Convolutional NetworkCode0
Localized Super Resolution for Foreground Images using U-Net and MR-CNNCode0
L-MAGIC: Language Model Assisted Generation of Images with CoherenceCode0
Lightweight Image Super-Resolution with Adaptive Weighted Learning NetworkCode0
Efficient Integer-Arithmetic-Only Convolutional Neural NetworksCode0
Lightweight Feature Fusion Network for Single Image Super-ResolutionCode0
Efficient Image Super-Resolution with Feature Interaction Weighted Hybrid NetworkCode0
Perceptual cGAN for MRI Super-resolutionCode0
Center Smoothing: Certified Robustness for Networks with Structured OutputsCode0
Perceptual-Distortion Balanced Image Super-Resolution is a Multi-Objective Optimization ProblemCode0
Lightweight and Robust Representation of Economic Scales from Satellite ImageryCode0
Efficient Event Stream Super-Resolution with Recursive Multi-Branch FusionCode0
Lightweight and Efficient Image Super-Resolution with Block State-based Recursive NetworkCode0
Perceptual deep depth super-resolutionCode0
Towards Progressive Multi-Frequency Representation for Image WarpingCode0
ASDN: A Deep Convolutional Network for Arbitrary Scale Image Super-ResolutionCode0
Super-Resolution Surface Reconstruction from Few Low-Resolution SlicesCode0
CausalSR: Structural Causal Model-Driven Super-Resolution with Counterfactual InferenceCode0
Leveraging Segment Anything Model in Identifying Buildings within Refugee Camps (SAM4Refugee) from Satellite Imagery for Humanitarian OperationsCode0
Camera Lens Super-ResolutionCode0
PFT-SSR: Parallax Fusion Transformer for Stereo Image Super-ResolutionCode0
Single Image Super-Resolution with Dilated Convolution based Multi-Scale Information Learning Inception ModuleCode0
C2PD: Continuity-Constrained Pixelwise Deformation for Guided Depth Super-ResolutionCode0
Efficient and Accurate MRI Super-Resolution using a Generative Adversarial Network and 3D Multi-Level Densely Connected NetworkCode0
Photometric Depth Super-ResolutionCode0
Super-Resolution using Convolutional Neural Networks without Any Checkerboard ArtifactsCode0
Efficient Deep Neural Network for Photo-realistic Image Super-ResolutionCode0
Learning to Super Resolve Intensity Images from EventsCode0
Adaptive Densely Connected Super-Resolution ReconstructionCode0
Deep Decomposition Learning for Inverse Imaging ProblemsCode0
Brain MRI super-resolution using 3D generative adversarial networksCode0
Physics-Informed CNNs for Super-Resolution of Sparse Observations on Dynamical SystemsCode0
A Lightweight Recurrent Grouping Attention Network for Video Super-ResolutionCode0
Learning Series-Parallel Lookup Tables for Efficient Image Super-ResolutionCode0
Physics-Informed Ensemble Representation for Light-Field Image Super-ResolutionCode0
Towards Representation Learning for Atmospheric DynamicsCode0
Learning Parallax Attention for Stereo Image Super-ResolutionCode0
Wavelet Domain Style Transfer for an Effective Perception-distortion Tradeoff in Single Image Super-ResolutionCode0
Brain MRI Image Super Resolution using Phase Stretch Transform and Transfer LearningCode0
Learning of Patch-Based Smooth-Plus-Sparse Models for Image ReconstructionCode0
Towards Super-Resolution CEST MRI for Visualization of Small StructuresCode0
Edge-Informed Single Image Super-ResolutionCode0
Super-Resolution with Deep Convolutional Sufficient StatisticsCode0
SinSR: Diffusion-Based Image Super-Resolution in a Single StepCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified