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 22512275 of 3874 papers

TitleStatusHype
FREDSR: Fourier Residual Efficient Diffusive GAN for Single Image Super Resolution0
Feature-domain Adaptive Contrastive Distillation for Efficient Single Image Super-Resolution0
What's Behind the Mask: Estimating Uncertainty in Image-to-Image Problems0
Separation-Free Spectral Super-Resolution via Convex Optimization0
A mathematical theory of super-resolution and two-point resolution0
Meet-in-the-middle: Multi-scale upsampling and matching for cross-resolution face recognition0
Synthetic Low-Field MRI Super-Resolution Via Nested U-Net Architecture0
Domain generalization in fetal brain MRI segmentation \ multi-reconstruction augmentation0
Interactive Image Manipulation with Complex Text Instructions0
Simulation-based parameter optimization for fetal brain MRI super-resolution reconstruction0
Temporal Super-Resolution using Multi-Channel Illumination Source0
A mathematical theory of resolution limits for super-resolution of positive sources0
SuperTran: Reference Based Video Transformer for Enhancing Low Bitrate Streams in Real Time0
Rethinking Implicit Neural Representations for Vision Learners0
SRTGAN: Triplet Loss based Generative Adversarial Network for Real-World Super-Resolution0
Coarse-Super-Resolution-Fine Network (CoSF-Net): A Unified End-to-End Neural Network for 4D-MRI with Simultaneous Motion Estimation and Super-Resolution0
Real-World Image Super Resolution via Unsupervised Bi-directional Cycle Domain Transfer Learning based Generative Adversarial Network0
Downscaled Representation Matters: Improving Image Rescaling with Collaborative Downscaled Images0
Semantic Encoder Guided Generative Adversarial Face Ultra-Resolution Network0
Stereo Image Rain Removal via Dual-View Mutual Attention0
RDRN: Recursively Defined Residual Network for Image Super-Resolution0
Super-resolution Reconstruction of Single Image for Latent features0
SATVSR: Scenario Adaptive Transformer for Cross Scenarios Video Super-Resolution0
CaDM: Codec-aware Diffusion Modeling for Neural-enhanced Video Streaming0
CurvPnP: Plug-and-play Blind Image Restoration with Deep Curvature DenoiserCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified