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 901950 of 3874 papers

TitleStatusHype
Multi-Scale Implicit Transformer with Re-parameterize for Arbitrary-Scale Super-Resolution0
Implicit Image-to-Image Schrodinger Bridge for Image RestorationCode0
Decoupled Data Consistency with Diffusion Purification for Image RestorationCode1
Adaptive Multi-modal Fusion of Spatially Variant Kernel Refinement with Diffusion Model for Blind Image Super-Resolution0
XPSR: Cross-modal Priors for Diffusion-based Image Super-ResolutionCode2
CogView3: Finer and Faster Text-to-Image Generation via Relay DiffusionCode5
Low-Res Leads the Way: Improving Generalization for Super-Resolution by Self-Supervised Learning0
UB-FineNet: Urban Building Fine-grained Classification Network for Open-access Satellite Images0
APISR: Anime Production Inspired Real-World Anime Super-ResolutionCode5
Text-guided Explorable Image Super-resolution0
ODVista: An Omnidirectional Video Dataset for super-resolution and Quality Enhancement TasksCode1
Training Generative Image Super-Resolution Models by Wavelet-Domain Losses Enables Better Control of ArtifactsCode2
LoLiSRFlow: Joint Single Image Low-light Enhancement and Super-resolution via Cross-scale Transformer-based Conditional Flow0
SeD: Semantic-Aware Discriminator for Image Super-ResolutionCode2
Navigating Beyond Dropout: An Intriguing Solution Towards Generalizable Image Super Resolution0
CAMixerSR: Only Details Need More "Attention"Code3
Unsupervised Learning of High-resolution Light Field Imaging via Beam Splitter-based Hybrid Lenses0
Misalignment-Robust Frequency Distribution Loss for Image TransformationCode2
Self-Supervised Learning with Generative Adversarial Networks for Electron Microscopy0
Simple Base Frame Guided Residual Network for RAW Burst Image Super-ResolutionCode1
Thermodynamics-informed super-resolution of scarce temporal dynamics data0
SAM-DiffSR: Structure-Modulated Diffusion Model for Image Super-ResolutionCode2
Enhancing Hyperspectral Images via Diffusion Model and Group-Autoencoder Super-resolution NetworkCode1
Generative AI in Vision: A Survey on Models, Metrics and Applications0
Photon-counting CT using a Conditional Diffusion Model for Super-resolution and Texture-preservation0
XAI-based gait analysis of patients walking with Knee-Ankle-Foot orthosis using video cameras0
ARIN: Adaptive Resampling and Instance Normalization for Robust Blind Inpainting of Dunhuang Cave Paintings0
HIR-Diff: Unsupervised Hyperspectral Image Restoration Via Improved Diffusion ModelsCode2
DeepLight: Reconstructing High-Resolution Observations of Nighttime Light With Multi-Modal Remote Sensing DataCode0
Adaptive Convolutional Neural Network for Image Super-resolutionCode1
Generative Adversarial Models for Extreme Geospatial Downscaling0
Scene Prior Filtering for Depth Super-Resolution0
Cas-DiffCom: Cascaded diffusion model for infant longitudinal super-resolution 3D medical image completion0
Diffusion Posterior Sampling is Computationally Intractable0
Low-power SNN-based audio source localisation using a Hilbert Transform spike encoding schemeCode1
Regularization by denoising: Bayesian model and Langevin-within-split Gibbs sampling0
FOD-Swin-Net: angular super resolution of fiber orientation distribution using a transformer-based deep modelCode0
Hierarchical Prior-based Super Resolution for Point Cloud Geometry CompressionCode1
Optimizing Skin Lesion Classification via Multimodal Data and Auxiliary Task Integration0
Neural Operators Meet Energy-based Theory: Operator Learning for Hamiltonian and Dissipative PDEs0
Trustworthy SR: Resolving Ambiguity in Image Super-resolution via Diffusion Models and Human Feedback0
Multi-Center Fetal Brain Tissue Annotation (FeTA) Challenge 2022 Results0
Device Activity Detection and Channel Estimation for Millimeter-Wave Massive MIMO0
Arbitrary Scale Super-Resolution Assisted Lunar Crater Detection in Satellite Images0
3D Volumetric Super-Resolution in Radiology Using 3D RRDB-GAN0
Hybrid Neural Representations for Spherical Data0
See More Details: Efficient Image Super-Resolution by Experts MiningCode2
A Robust Super-resolution Gridless Imaging Framework for UAV-borne SAR Tomography0
Diffusion-based Light Field Synthesis0
Improving Object Detection Quality in Football Through Super-Resolution Techniques0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified