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 751800 of 3874 papers

TitleStatusHype
Joint Implicit Image Function for Guided Depth Super-ResolutionCode1
Real-Time Super-Resolution System of 4K-Video Based on Deep LearningCode1
Hyperspectral Pansharpening Based on Improved Deep Image Prior and Residual ReconstructionCode1
On Measuring and Controlling the Spectral Bias of the Deep Image PriorCode1
Blind Image Super-resolution with Elaborate Degradation Modeling on Noise and KernelCode1
Text Prior Guided Scene Text Image Super-resolutionCode1
Multi-Modal Transformer for Accelerated MR ImagingCode1
Sentinel-2 Sharpening Using a Single Unsupervised Convolutional Neural Network With MTF-Based Degradation ModelCode1
Fast Monte Carlo Rendering via Multi-Resolution SamplingCode1
STRESS: Super-Resolution for Dynamic Fetal MRI using Self-Supervised LearningCode1
Fairness for Image Generation with Uncertain Sensitive AttributesCode1
Spatial-Temporal Super-Resolution of Satellite Imagery via Conditional Pixel SynthesisCode1
Manifold Matching via Deep Metric Learning for Generative ModelingCode1
Neural Side-by-Side: Predicting Human Preferences for No-Reference Super-Resolution EvaluationCode1
Practical Single-Image Super-Resolution Using Look-Up TableCode1
Image Super-Resolution With Non-Local Sparse AttentionCode1
One-to-many Approach for Improving Super-ResolutionCode1
Tackling the Ill-Posedness of Super-Resolution Through Adaptive Target GenerationCode1
End-to-End Learning for Joint Image Demosaicing, Denoising and Super-ResolutionCode1
Shape from Blur: Recovering Textured 3D Shape and Motion of Fast Moving ObjectsCode1
EBSR: Feature Enhanced Burst Super-Resolution With Deformable AlignmentCode1
SinIR: Efficient General Image Manipulation with Single Image ReconstructionCode1
Enhanced Hyperspectral Image Super-Resolution via RGB Fusion and TV-TV MinimizationCode1
Video Super-Resolution TransformerCode1
Task Transformer Network for Joint MRI Reconstruction and Super-ResolutionCode1
Catch-A-Waveform: Learning to Generate Audio from a Single Short ExampleCode1
Variational AutoEncoder for Reference based Image Super-ResolutionCode1
Noise Conditional Flow Model for Learning the Super-Resolution SpaceCode1
MASA-SR: Matching Acceleration and Spatial Adaptation for Reference-Based Image Super-ResolutionCode1
Robust Reference-based Super-Resolution via C2-MatchingCode1
Feedback Network for Mutually Boosted Stereo Image Super-Resolution and Disparity EstimationCode1
SNIPS: Solving Noisy Inverse Problems StochasticallyCode1
CTSpine1K: A Large-Scale Dataset for Spinal Vertebrae Segmentation in Computed TomographyCode1
Beyond the Spectrum: Detecting Deepfakes via Re-SynthesisCode1
Permutation invariance and uncertainty in multitemporal image super-resolutionCode1
Towards Compact Single Image Super-Resolution via Contrastive Self-distillationCode1
MIASSR: An Approach for Medical Image Arbitrary Scale Super-ResolutionCode1
Extremely Lightweight Quantization Robust Real-Time Single-Image Super Resolution for Mobile DevicesCode1
LAPAR: Linearly-Assembled Pixel-Adaptive Regression Network for Single Image Super-Resolution and BeyondCode1
Anchor-based Plain Net for Mobile Image Super-ResolutionCode1
Multi-Contrast MRI Super-Resolution via a Multi-Stage Integration NetworkCode1
Parallel and Flexible Sampling from Autoregressive Models via Langevin DynamicsCode1
Real-Time Quantized Image Super-Resolution on Mobile NPUs, Mobile AI 2021 Challenge: ReportCode1
Image Super-Resolution Quality Assessment: Structural Fidelity Versus Statistical NaturalnessCode1
End-to-end Alternating Optimization for Blind Super ResolutionCode1
EDPN: Enhanced Deep Pyramid Network for Blurry Image RestorationCode1
Differentiable Neural Architecture Search for Extremely Lightweight Image Super-ResolutionCode1
Unsupervised Remote Sensing Super-Resolution via Migration Image PriorCode1
Infrared Image Super-Resolution via Transfer Learning and PSRGANCode1
Brain Graph Super-Resolution Using Adversarial Graph Neural Network with Application to Functional Brain ConnectivityCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified