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 3801–3850 of 3874 papers

TitleStatusHype
Deep Learning-based Image Super-Resolution Considering Quantitative and Perceptual QualityCode0
Flexible Alignment Super-Resolution Network for Multi-Contrast MRICode0
A GAN-Enhanced Deep Learning Framework for Rooftop Detection from Historical Aerial ImageryCode0
Deep Learning-Based Channel EstimationCode0
FLAIR: A Conditional Diffusion Framework with Applications to Face Video RestorationCode0
Calorimeter shower superresolutionCode0
Continual Learning Approaches for Anomaly DetectionCode0
An Effective Single-Image Super-Resolution Model Using Squeeze-and-Excitation NetworksCode0
FISR: Deep Joint Frame Interpolation and Super-Resolution with a Multi-scale Temporal LossCode0
Content and Colour Distillation for Learning Image Translations with the Spatial Profile LossCode0
Fine-tuning deep learning model parameters for improved super-resolution of dynamic MRI with prior-knowledgeCode0
A Fusion-Guided Inception Network for Hyperspectral Image Super-ResolutionCode0
S2R: Exploring a Double-Win Transformer-Based Framework for Ideal and Blind Super-ResolutionCode0
Super-Efficient Super Resolution for Fast Adversarial Defense at the EdgeCode0
Textural-Perceptual Joint Learning for No-Reference Super-Resolution Image Quality AssessmentCode0
Fine-grained Urban Flow Inference with Incomplete DataCode0
Fine-grained Attention and Feature-sharing Generative Adversarial Networks for Single Image Super-ResolutionCode0
Deep learning-based blind image super-resolution with iterative kernel reconstruction and noise estimationCode0
Fight Ill-Posedness With Ill-Posedness: Single-Shot Variational Depth Super-Resolution From ShadingCode0
Sampling Theory for Super-Resolution with Implicit Neural RepresentationsCode0
SARN: Structurally-Aware Recurrent Network for Spatio-Temporal DisaggregationCode0
Texture-enhanced Light Field Super-resolution with Spatio-Angular Decomposition KernelsCode0
A Fully Progressive Approach to Single-Image Super-ResolutionCode0
Deep Laplacian Pyramid Networks for Fast and Accurate Super-ResolutionCode0
Two-Stream Action Recognition-Oriented Video Super-ResolutionCode0
Feedback Network for Image Super-ResolutionCode0
AFN: Attentional Feedback Network based 3D Terrain Super-ResolutionCode0
TGAN: Deep Tensor Generative Adversarial Nets for Large Image GenerationCode0
Feature Forwarding for Efficient Single Image DehazingCode0
Constraint matrix factorization for space variant PSFs field restorationCode0
Scale Guided Hypernetwork for Blind Super-Resolution Image Quality AssessmentCode0
Conditioning and Sampling in Variational Diffusion Models for Speech Super-ResolutionCode0
Conditional Generation Using Polynomial ExpansionsCode0
FCSR-GAN: Joint Face Completion and Super-resolution via Multi-task LearningCode0
Scaling Laws For Deep Learning Based Image ReconstructionCode0
3DAttGAN: A 3D Attention-based Generative Adversarial Network for Joint Space-Time Video Super-ResolutionCode0
The Effects of Super-Resolution on Object Detection Performance in Satellite ImageryCode0
FCA2: Frame Compression-Aware Autoencoder for Modular and Fast Compressed Video Super-ResolutionCode0
FC^2N: Fully Channel-Concatenated Network for Single Image Super-ResolutionCode0
Scene Text Image Super-Resolution via Parallelly Contextual Attention NetworkCode0
AFFIRM: Affinity Fusion-based Framework for Iteratively Random Motion correction of multi-slice fetal brain MRICode0
Scene Text Telescope: Text-Focused Scene Image Super-ResolutionCode0
SCINet: Spatial and Contrast Interactive Super-Resolution Assisted Infrared UAV Target DetectionCode0
Adversarial Feedback LoopCode0
Deep Laplacian Pyramid Network for Text Images Super-ResolutionCode0
SDAN: Squared Deformable Alignment Network for Learning Misaligned Optical ZoomCode0
Fast Samplers for Inverse Problems in Iterative Refinement ModelsCode0
SDT-DCSCN for Simultaneous Super-Resolution and Deblurring of Text ImagesCode0
Fast Omni-Directional Image Super-Resolution: Adapting the Implicit Image Function with Pixel and Semantic-Wise Spherical Geometric PriorsCode0
Fast Image Restoration With Multi-Bin Trainable Linear UnitsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41—Unverified