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 34013450 of 3874 papers

TitleStatusHype
Image Super-Resolution via RL-CSC: When Residual Learning Meets Convolutional Sparse CodingCode0
Brain MRI super-resolution using 3D generative adversarial networksCode0
Residual Dense Network for Image RestorationCode0
Perceptual deep depth super-resolutionCode0
Multi-Frame Super-Resolution Reconstruction with Applications to Medical Imaging0
3DSRnet: Video Super-resolution using 3D Convolutional Neural NetworksCode0
Multimodal Sensor Fusion In Single Thermal image Super-ResolutionCode0
SREdgeNet: Edge Enhanced Single Image Super Resolution using Dense Edge Detection Network and Feature Merge Network0
Efficient Super Resolution Using Binarized Neural Network0
Advanced Super-Resolution using Lossless Pooling Convolutional Networks0
Wider Channel Attention Network for Remote Sensing Image Super-resolution0
Efficient Super Resolution For Large-Scale Images Using Attentional GAN0
Unsupervised Degradation Learning for Single Image Super-Resolution0
The Effects of Super-Resolution on Object Detection Performance in Satellite ImageryCode0
Supervised Deep Kriging for Single-Image Super-Resolution0
Unsupervised Learning of Monocular Depth Estimation with Bundle Adjustment, Super-Resolution and Clip Loss0
TDAN: Temporally Deformable Alignment Network for Video Super-ResolutionCode1
Binary Document Image Super Resolution for Improved Readability and OCR PerformanceCode0
Why Are Deep Representations Good Perceptual Quality Features?0
Lightweight and Efficient Image Super-Resolution with Block State-based Recursive NetworkCode0
Super-Resolution via Image-Adapted Denoising CNNs: Incorporating External and Internal LearningCode0
MAMNet: Multi-path Adaptive Modulation Network for Image Super-ResolutionCode0
Image Reconstruction with Predictive Filter FlowCode0
Dense xUnit NetworksCode0
Patch-based Progressive 3D Point Set UpsamplingCode0
Deep Laplacian Pyramid Network for Text Images Super-ResolutionCode0
Privacy-Preserving Action Recognition for Smart Hospitals using Low-Resolution Depth Images0
Learning Temporal Coherence via Self-Supervision for GAN-based Video GenerationCode1
NeuroTreeNet: A New Method to Explore Horizontal Expansion Network0
IEGAN: Multi-purpose Perceptual Quality Image Enhancement Using Generative Adversarial Network0
Joint Face Hallucination and Deblurring via Structure Generation and Detail Enhancement0
Three-dimensional Optical Coherence Tomography Image Denoising through Multi-input Fully-Convolutional Networks0
Low-Resolution Face Recognition0
Deep Unfolded Robust PCA with Application to Clutter Suppression in Ultrasound0
Adversarial Feedback LoopCode0
Learning to synthesize: splitting and recombining low and high spatial frequencies for image recovery0
Single Snapshot Super-Resolution DOA Estimation for Arbitrary Array Geometries0
A Learning-Based Framework for Line-Spectra Super-resolutionCode0
LookinGood: Enhancing Performance Capture with Real-time Neural Re-Rendering0
Blockwise Parallel Decoding for Deep Autoregressive ModelsCode1
Bi-GANs-ST for Perceptual Image Super-resolution0
Functional Nonlinear Sparse Models0
Analyzing Perception-Distortion Tradeoff using Enhanced Perceptual Super-resolution NetworkCode0
Neural Nearest Neighbors NetworksCode0
DeepDPM: Dynamic Population Mapping via Deep Neural Network0
MEMC-Net: Motion Estimation and Motion Compensation Driven Neural Network for Video Frame Interpolation and EnhancementCode0
MEMC-Net: Motion Estimation and Motion Compensation Driven Neural Network for Video Interpolation and EnhancementCode0
Channel Attention and Multi-level Features Fusion for Single Image Super-Resolution0
Deep learning-based super-resolution in coherent imaging systems0
Lesion Focused Super-ResolutionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified