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 30513100 of 3874 papers

TitleStatusHype
Efficient and Phase-aware Video Super-resolution for Cardiac MRI0
Single Image Super-Resolution via Residual Neuron Attention Networks0
Domain Adaptive Relational Reasoning for 3D Multi-Organ Segmentation0
Enhancing Perceptual Loss with Adversarial Feature Matching for Super-Resolution0
A Generative Model for Generic Light Field Reconstruction0
AIM 2019 Challenge on Video Temporal Super-Resolution: Methods and Results0
NTIRE 2020 Challenge on Perceptual Extreme Super-Resolution: Methods and Results0
Joint-SRVDNet: Joint Super Resolution and Vehicle Detection Network0
Neural Differential Equations for Single Image Super-resolution0
PCA-SRGAN: Incremental Orthogonal Projection Discrimination for Face Super-resolution0
Residual Channel Attention Generative Adversarial Network for Image Super-Resolution and Noise Reduction0
GIMP-ML: Python Plugins for using Computer Vision Models in GIMP0
Attention Based Real Image RestorationCode0
Radar Accurate Localization of UAV Swarms Based on Range Super-Resolution Method0
Mining self-similarity: Label super-resolution with epitomic representationsCode0
RAIN: A Simple Approach for Robust and Accurate Image Classification NetworksCode0
SimUSR: A Simple but Strong Baseline for Unsupervised Image Super-resolution0
Towards Real-Time DNN Inference on Mobile Platforms with Model Pruning and Compiler Optimization0
Single Pair Cross-Modality Super Resolution0
ImagePairs: Realistic Super Resolution Dataset via Beam Splitter Camera Rig0
Unified Dynamic Convolutional Network for Super-Resolution with Variational Degradations0
Mosaic Super-resolution via Sequential Feature Pyramid Networks0
Multi-modal Datasets for Super-resolution0
D-SRGAN: DEM Super-Resolution with Generative Adversarial Networks0
Image super-resolution reconstruction based on attention mechanism and feature fusion0
Monte-Carlo Siamese Policy on Actor for Satellite Image Super Resolution0
Time accelerated image super-resolution using shallow residual feature representative network0
Super-resolution of clinical CT volumes with modified CycleGAN using micro CT volumes0
Deep Attentive Generative Adversarial Network for Photo-Realistic Image De-Quantization0
Arbitrary Scale Super-Resolution for Brain MRI ImagesCode0
Feature Super-Resolution Based Facial Expression Recognition for Multi-scale Low-Resolution Faces0
Feature-Driven Super-Resolution for Object Detection0
When to Use Convolutional Neural Networks for Inverse Problems0
Super Resolution for Root ImagingCode0
When Autonomous Systems Meet Accuracy and Transferability through AI: A Survey0
Reducing Magnetic Resonance Image Spacing by Learning Without Ground-Truth0
Learning regularization and intensity-gradient-based fidelity for single image super resolution0
Across-scale Process Similarity based Interpolation for Image Super-Resolution0
Towards a Computer Vision Particle Flow0
Stereo Endoscopic Image Super-Resolution Using Disparity-Constrained Parallel Attention0
Weak Texture Information Map Guided Image Super-resolution with Deep Residual Networks0
Is There Tradeoff between Spatial and Temporal in Video Super-Resolution?0
Pyramidal Edge-maps and Attention based Guided Thermal Super-resolution0
Memory-efficient Learning for Large-scale Computational Imaging0
FarSee-Net: Real-Time Semantic Segmentation by Efficient Multi-scale Context Aggregation and Feature Space Super-resolution0
Semantic Object Prediction and Spatial Sound Super-Resolution with Binaural Sounds0
Perceptual Image Super-Resolution with Progressive Adversarial Network0
Super Resolution Using Segmentation-Prior Self-Attention Generative Adversarial Network0
Turbulence Enrichment using Physics-informed Generative Adversarial Networks0
VESR-Net: The Winning Solution to Youku Video Enhancement and Super-Resolution Challenge0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified