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 801–850 of 3874 papers

TitleStatusHype
SRDiff: Single Image Super-Resolution with Diffusion Probabilistic ModelsCode1
A Two-Stage Attentive Network for Single Image Super-ResolutionCode1
Temporal Modulation Network for Controllable Space-Time Video Super-ResolutionCode1
SRWarp: Generalized Image Super-Resolution under Arbitrary TransformationCode1
Attention in Attention Network for Image Super-ResolutionCode1
BAM: A Balanced Attention Mechanism for Single Image Super ResolutionCode1
Zooming SlowMo: An Efficient One-Stage Framework for Space-Time Video Super-ResolutionCode1
Image Super-Resolution via Iterative RefinementCode1
Discrete Cosine Transform Network for Guided Depth Map Super-ResolutionCode1
Context-self contrastive pretraining for crop type semantic segmentationCode1
Conditional Hyper-Network for Blind Super-Resolution with Multiple DegradationsCode1
Efficient Video Compression via Content-Adaptive Super-ResolutionCode1
NU-Wave: A Diffusion Probabilistic Model for Neural Audio UpsamplingCode1
High-resolution Depth Maps Imaging via Attention-based Hierarchical Multi-modal FusionCode1
Unsupervised Degradation Representation Learning for Blind Super-ResolutionCode1
RetrievalFuse: Neural 3D Scene Reconstruction with a DatabaseCode1
Flow-based Kernel Prior with Application to Blind Super-ResolutionCode1
Best-Buddy GANs for Highly Detailed Image Super-ResolutionCode1
Transitional Learning: Exploring the Transition States of Degradation for Blind Super-resolutionCode1
D2C-SR: A Divergence to Convergence Approach for Real-World Image Super-ResolutionCode1
Asymmetric CNN for image super-resolutionCode1
Designing a Practical Degradation Model for Deep Blind Image Super-ResolutionCode1
UltraSR: Spatial Encoding is a Missing Key for Implicit Image Function-based Arbitrary-Scale Super-ResolutionCode1
MONAIfbs: MONAI-based fetal brain MRI deep learning segmentationCode1
A new public Alsat-2B dataset for single-image super-resolutionCode1
Self-Supervised Adaptation for Video Super-ResolutionCode1
Collapsible Linear Blocks for Super-Efficient Super ResolutionCode1
3D Human Pose, Shape and Texture from Low-Resolution Images and VideosCode1
ClassSR: A General Framework to Accelerate Super-Resolution Networks by Data CharacteristicCode1
Generating Images with Sparse RepresentationsCode1
Real-World Single Image Super-Resolution: A Brief ReviewCode1
Super-resolving Compressed Images via Parallel and Series Integration of Artifact Reduction and Resolution EnhancementCode1
Super-resolution-based Change Detection Network with Stacked Attention Module for Images with Different ResolutionsCode1
SRDTI: Deep learning-based super-resolution for diffusion tensor MRICode1
Intermediate Layer Optimization for Inverse Problems using Deep Generative ModelsCode1
Deep learning architectural designs for super-resolution of noisy imagesCode1
Protecting Intellectual Property of Generative Adversarial Networks from Ambiguity AttackCode1
Exploiting Raw Images for Real-Scene Super-ResolutionCode1
Learning Non-linear Wavelet Transformation via Normalizing FlowCode1
Deep Burst Super-ResolutionCode1
Learning Structral coherence Via Generative Adversarial Network for Single Image Super-ResolutionCode1
3D Registration of pre-surgical prostate MRI and histopathology images via super-resolution volume reconstructionCode1
Analysis and evaluation of Deep Learning based Super-Resolution algorithms to improve performance in Low-Resolution Face RecognitionCode1
Hyperspectral Image Super-Resolution with Spectral Mixup and Heterogeneous DatasetsCode1
Fast and accurate learned multiresolution dynamical downscaling for precipitationCode1
DeFlow: Learning Complex Image Degradations from Unpaired Data with Conditional FlowsCode1
Deep Learning-based Face Super-Resolution: A SurveyCode1
Global field reconstruction from sparse sensors with Voronoi tessellation-assisted deep learningCode1
Real-World Video Super-Resolution: A Benchmark Dataset and a Decomposition Based Learning SchemeCode1
Perception Consistency Ultrasound Image Super-resolution via Self-supervised CycleGANCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41—Unverified