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

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Showing 301–350 of 3874 papers

TitleStatusHype
DeFMO: Deblurring and Shape Recovery of Fast Moving ObjectsCode1
Deep Semantic Statistics Matching (D2SM) Denoising NetworkCode1
Across Scales & Across Dimensions: Temporal Super-Resolution using Deep Internal LearningCode1
Deep Space-Time Video Upsampling NetworksCode1
Deep Reparametrization of Multi-Frame Super-Resolution and DenoisingCode1
4DFlowNet: Super-Resolution 4D Flow MRI using Deep Learning and Computational Fluid DynamicsCode1
DeepSEE: Deep Disentangled Semantic Explorative Extreme Super-ResolutionCode1
Deep Unfolding Convolutional Dictionary Model for Multi-Contrast MRI Super-resolution and ReconstructionCode1
Deep Plug-and-Play Super-Resolution for Arbitrary Blur KernelsCode1
Deep Plug-and-Play Prior for Hyperspectral Image RestorationCode1
Deep Posterior Distribution-based Embedding for Hyperspectral Image Super-resolutionCode1
Deep Model-Based Super-Resolution with Non-uniform BlurCode1
Deep learning techniques for blind image super-resolution: A high-scale multi-domain perspective evaluationCode1
Deep Parametric 3D Filters for Joint Video Denoising and Illumination Enhancement in Video Super ResolutionCode1
Deep Random Projector: Accelerated Deep Image PriorCode1
Deep Unfolding Network for Image Super-ResolutionCode1
Deploying Image Deblurring across Mobile Devices: A Perspective of Quality and LatencyCode1
Deep Learning-Based Multiband Signal Fusion for 3-D SAR Super-ResolutionCode1
Attaining Real-Time Super-Resolution for Microscopic Images Using GANCode1
Deep Learning-based Face Super-Resolution: A SurveyCode1
Deep Interleaved Network for Image Super-Resolution With Asymmetric Co-AttentionCode1
Deep Generative Adversarial Residual Convolutional Networks for Real-World Super-ResolutionCode1
Deep learning architectural designs for super-resolution of noisy imagesCode1
Deep Learning-Driven Ultra-High-Definition Image Restoration: A SurveyCode1
Deep Burst Super-ResolutionCode1
DA-MUSIC: Data-Driven DoA Estimation via Deep Augmented MUSIC AlgorithmCode1
DeepBedMap: Using a deep neural network to better resolve the bed topography of AntarcticaCode1
Deep Arbitrary-Scale Image Super-Resolution via Scale-Equivariance PursuitCode1
A Tree-guided CNN for image super-resolutionCode1
DeeDSR: Towards Real-World Image Super-Resolution via Degradation-Aware Stable DiffusionCode1
Deep Audio Waveform PriorCode1
Deep Cyclic Generative Adversarial Residual Convolutional Networks for Real Image Super-ResolutionCode1
Deep Learning for Efficient Reconstruction of High-Resolution Turbulent DNS DataCode1
DDistill-SR: Reparameterized Dynamic Distillation Network for Lightweight Image Super-ResolutionCode1
ARM: Any-Time Super-Resolution MethodCode1
Simultaneous Image-to-Zero and Zero-to-Noise: Diffusion Models with Analytical Image AttenuationCode1
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection StrategyCode1
Deep Adaptive Inference Networks for Single Image Super-ResolutionCode1
DeblurSR: Event-Based Motion Deblurring Under the Spiking RepresentationCode1
DARTS: Double Attention Reference-based Transformer for Super-resolutionCode1
Deep Blind Super-Resolution for Satellite VideoCode1
Deep Blind Video Super-resolutionCode1
Deep Diversity-Enhanced Feature Representation of Hyperspectral ImagesCode1
Deep Face Super-Resolution with Iterative Collaboration between Attentive Recovery and Landmark EstimationCode1
A Single Frame and Multi-Frame Joint Network for 360-degree Panorama Video Super-ResolutionCode1
Deep Image PriorCode1
DAQ: Channel-Wise Distribution-Aware Quantization for Deep Image Super-Resolution NetworksCode1
Deep Learning-Based CKM Construction with Image Super-ResolutionCode1
A Spectral Diffusion Prior for Hyperspectral Image Super-ResolutionCode1
DDet: Dual-path Dynamic Enhancement Network for Real-World Image Super-ResolutionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41—Unverified