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 15261550 of 3874 papers

TitleStatusHype
EarthGen: Generating the World from Top-Down ViewsCode0
Attention-Guided Multi-scale Interaction Network for Face Super-Resolution0
DMRA: An Adaptive Line Spectrum Estimation Method through Dynamical Multi-Resolution of Atoms0
HiTSR: A Hierarchical Transformer for Reference-based Super-ResolutionCode0
Beyond MR Image Harmonization: Resolution Matters Too0
GameIR: A Large-Scale Synthesized Ground-Truth Dataset for Image Restoration over Gaming Content0
Super-Resolution works for coastal simulations0
Enhanced Control for Diffusion Bridge in Image RestorationCode0
ChartEye: A Deep Learning Framework for Chart Information Extraction0
Histo-Diffusion: A Diffusion Super-Resolution Method for Digital Pathology with Comprehensive Quality Assessment0
Multi-Feature Aggregation in Diffusion Models for Enhanced Face Super-ResolutionCode0
A Preliminary Exploration Towards General Image Restoration0
Particle-Filtering-based Latent Diffusion for Inverse Problems0
FreqINR: Frequency Consistency for Implicit Neural Representation with Adaptive DCT Frequency Loss0
SIMPLE: Simultaneous Multi-Plane Self-Supervised Learning for Isotropic MRI Restoration from Anisotropic Data0
ResSR: A Computationally Efficient Residual Approach to Super-Resolving Multispectral ImagesCode0
A Unified Plug-and-Play Algorithm with Projected Landweber Operator for Split Convex Feasibility Problems0
3D Photon Counting CT Image Super-Resolution Using Conditional Diffusion Model0
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
Angle of Arrival Estimation with Transformer: A Sparse and Gridless Method with Zero-Shot Capability0
Task-Aware Dynamic Transformer for Efficient Arbitrary-Scale Image Super-ResolutionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified