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
Burst Super-Resolution with Diffusion Models for Improving Perceptual QualityCode1
Burstormer: Burst Image Restoration and Enhancement TransformerCode1
Deep Blind Video Super-resolutionCode1
High-dimensional Dense Residual Convolutional Neural Network for Light Field ReconstructionCode1
Deep Burst Super-ResolutionCode1
LeftRefill: Filling Right Canvas based on Left Reference through Generalized Text-to-Image Diffusion ModelCode1
A New Dataset and Framework for Real-World Blurred Images Super-ResolutionCode1
BurstM: Deep Burst Multi-scale SR using Fourier Space with Optical FlowCode1
Deep Space-Time Video Upsampling NetworksCode1
Deep Cyclic Generative Adversarial Residual Convolutional Networks for Real Image Super-ResolutionCode1
AutoGAN-Distiller: Searching to Compress Generative Adversarial NetworksCode1
HighRes-net: Recursive Fusion for Multi-Frame Super-Resolution of Satellite ImageryCode1
Learning Deep Interleaved Networks with Asymmetric Co-Attention for Image RestorationCode1
Deep Diversity-Enhanced Feature Representation of Hyperspectral ImagesCode1
Learning Degradation Representations for Image DeblurringCode1
Learning Filter Basis for Convolutional Neural Network CompressionCode1
Deep Face Super-Resolution with Iterative Collaboration between Attentive Recovery and Landmark EstimationCode1
Automatic quality control in multi-centric fetal brain MRI super-resolution reconstructionCode1
Pyramid Attention Networks for Image RestorationCode1
Pyramid With Super Resolution for In-the-Wild Facial Expression RecognitionCode1
Deep Generative Adversarial Residual Convolutional Networks for Real-World Super-ResolutionCode1
A Vision Transformer Approach for Efficient Near-Field Irregular SAR Super-ResolutionCode1
Deep Reparametrization of Multi-Frame Super-Resolution and DenoisingCode1
How Can We Make GAN Perform Better in Single Medical Image Super-Resolution? A Lesion Focused Multi-Scale ApproachCode1
HQ-50K: A Large-scale, High-quality Dataset for Image RestorationCode1
Human Pose Estimation on Privacy-Preserving Low-Resolution Depth ImagesCode1
Deep Image PriorCode1
Deep Random Projector: Accelerated Deep Image PriorCode1
HST: Hierarchical Swin Transformer for Compressed Image Super-resolutionCode1
Human Guided Ground-truth Generation for Realistic Image Super-resolutionCode1
Learning Continuous Representation of Audio for Arbitrary Scale Super ResolutionCode1
Burst Image Restoration and EnhancementCode1
Adaptive Cross-Layer Attention for Image RestorationCode1
Deep Posterior Distribution-based Embedding for Hyperspectral Image Super-resolutionCode1
DeepSEE: Deep Disentangled Semantic Explorative Extreme Super-ResolutionCode1
Hyperspectral Image Super-Resolution via Deep Prior Regularization with Parameter EstimationCode1
Deep learning architectural designs for super-resolution of noisy imagesCode1
Hyperspectral Image Super-resolution via Deep Progressive Zero-centric Residual LearningCode1
Hyperspectral Image Super-resolution with Deep Priors and Degradation Model InversionCode1
Hyperspectral Image Super-Resolution with Spectral Mixup and Heterogeneous DatasetsCode1
HyperTransformer: A Textural and Spectral Feature Fusion Transformer for PansharpeningCode1
Learning Correction Filter via Degradation-Adaptive Regression for Blind Single Image Super-ResolutionCode1
Deep Learning-Based CKM Construction with Image Super-ResolutionCode1
BAM: A Balanced Attention Mechanism for Single Image Super ResolutionCode1
Deep Plug-and-Play Prior for Hyperspectral Image RestorationCode1
Real-time 6K Image Rescaling with Rate-distortion OptimizationCode1
Deep Semantic Statistics Matching (D2SM) Denoising NetworkCode1
Deep Parametric 3D Filters for Joint Video Denoising and Illumination Enhancement in Video Super ResolutionCode1
BSRT: Improving Burst Super-Resolution with Swin Transformer and Flow-Guided Deformable AlignmentCode1
Deep Plug-and-Play Super-Resolution for Arbitrary Blur KernelsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41—Unverified