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 601650 of 3874 papers

TitleStatusHype
3D Photon Counting CT Image Super-Resolution Using Conditional Diffusion Model0
A Unified Plug-and-Play Algorithm with Projected Landweber Operator for Split Convex Feasibility Problems0
MambaCSR: Dual-Interleaved Scanning for Compressed Image Super-Resolution With SSMsCode1
Joint Reconstruction and Spatial Super-Resolution of Hyper-Spectral CTIS Images via Multi-Scale RefinementCode0
MambaDS: Near-Surface Meteorological Field Downscaling with Topography Constrained Selective State Space Modeling0
Harnessing Multi-resolution and Multi-scale Attention for Underwater Image RestorationCode0
Webcam-based Pupil Diameter Prediction Benefits from UpscalingCode0
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving TransformerCode0
Implicit Grid Convolution for Multi-Scale Image Super-ResolutionCode1
Angle of Arrival Estimation with Transformer: A Sparse and Gridless Method with Zero-Shot Capability0
QMambaBSR: Burst Image Super-Resolution with Query State Space Model0
Task-Aware Dynamic Transformer for Efficient Arbitrary-Scale Image Super-ResolutionCode0
Reference-free Axial Super-resolution of 3D Microscopy Images using Implicit Neural Representation with a 2D Diffusion PriorCode0
Enhancing Events in Neutrino Telescopes through Deep Learning-Driven Super-ResolutionCode0
Panacea+: Panoramic and Controllable Video Generation for Autonomous DrivingCode3
DIffSteISR: Harnessing Diffusion Prior for Superior Real-world Stereo Image Super-Resolution0
One Step Diffusion-based Super-Resolution with Time-Aware DistillationCode1
GRFormer: Grouped Residual Self-Attention for Lightweight Single Image Super-ResolutionCode1
Event-Stream Super Resolution using Sigma-Delta Neural Network0
Efficient and Scalable Point Cloud Generation with Sparse Point-Voxel Diffusion ModelsCode2
Palantir: Towards Efficient Super Resolution for Ultra-high-definition Live StreamingCode0
SSL: A Self-similarity Loss for Improving Generative Image Super-resolutionCode2
Content-decoupled Contrastive Learning-based Implicit Degradation Modeling for Blind Image Super-Resolution0
Kalman-Inspired Feature Propagation for Video Face Super-Resolution0
Efficient Single Image Super-Resolution with Entropy Attention and Receptive Field Augmentation0
Monitoring of Hermit Crabs Using drone-captured imagery and Deep Learning based Super-Resolution Reconstruction and Improved YOLOv80
Underwater litter monitoring using consumer-grade aerial-aquatic speedy scanner (AASS) and deep learning based super-resolution reconstruction and detection network0
SGSR: Structure-Guided Multi-Contrast MRI Super-Resolution via Spatio-Frequency Co-Query Attention0
Supervised Image Translation from Visible to Infrared Domain for Object Detection0
PINNs for Medical Image Analysis: A Survey0
Stop-and-go wave super-resolution reconstruction via iterative refinement0
Image Super-Resolution with Taylor Expansion Approximation and Large Field Reception0
Efficient Channel Estimation for Millimeter Wave and Terahertz Systems Enabled by Integrated Super-resolution Sensing and Communication0
What makes for good morphology representations for spatial omics?0
Deep Learning for Super-resolution Ultrasound Imaging with Spatiotemporal Data0
Efficient Face Super-Resolution via Wavelet-based Feature Enhancement NetworkCode2
Competition-based Adaptive ReLU for Deep Neural Networks0
Inverse Problems with Diffusion Models: A MAP Estimation PerspectiveCode0
Sewer Image Super-Resolution with Depth Priors and Its Lightweight Network0
Super Resolution for Renewable Energy Resource Data With Wind From Reanalysis Data (Sup3rWind) and Application to Ukraine0
GaussianSR: High Fidelity 2D Gaussian Splatting for Arbitrary-Scale Image Super-Resolution0
Cuboid-Net: A Multi-Branch Convolutional Neural Network for Joint Space-Time Video Super Resolution0
3DAttGAN: A 3D Attention-based Generative Adversarial Network for Joint Space-Time Video Super-ResolutionCode0
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse ProblemsCode2
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution0
Attention Beats Linear for Fast Implicit Neural Representation GenerationCode1
Efficient Multi-disparity Transformer for Light Field Image Super-resolution0
ThermalNeRF: Thermal Radiance Fields0
A New Dataset and Framework for Real-World Blurred Images Super-ResolutionCode1
Large Kernel Distillation Network for Efficient Single Image Super-ResolutionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified