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 29763000 of 3874 papers

TitleStatusHype
Understanding Deformable Alignment in Video Super-Resolution0
Efficient multi-class fetal brain segmentation in high resolution MRI reconstructions with noisy labelsCode0
Accurate and Lightweight Image Super-Resolution with Model-Guided Deep Unfolding Network0
AIM 2020 Challenge on Video Extreme Super-Resolution: Methods and Results0
Super Resolution of Arterial Spin Labeling MR Imaging Using Unsupervised Multi-Scale Generative Adversarial Network0
Cephalogram Synthesis and Landmark Detection in Dental Cone-Beam CT Systems0
Single Image Super-Resolution for Domain-Specific Ultra-Low Bandwidth Image Transmission0
not-so-BigGAN: Generating High-Fidelity Images on Small Compute with Wavelet-based Super-Resolution0
Deep Iterative Residual Convolutional Network for Single Image Super-ResolutionCode0
Interpretable Deep Multimodal Image Super-Resolution0
Perceptual Deep Neural Networks: Adversarial Robustness through Input Recreation0
Real Image Super Resolution Via Heterogeneous Model Ensemble using GP-NAS0
Image Super-Resolution using Explicit Perceptual Loss0
Accelerated WGAN update strategy with loss change rate balancing0
Unsupervised MRI Super-Resolution Using Deep External Learning and Guided Residual Dense Network with Multimodal Image Priors0
Cascade Convolutional Neural Network for Image Super-Resolution0
PNEN: Pyramid Non-Local Enhanced Networks0
Biased Mixtures Of Experts: Enabling Computer Vision Inference Under Data Transfer Limitations0
E-FCNN for tiny facial expression recognition0
A Study of Efficient Light Field Subsampling and Reconstruction Strategies0
Transfer Learning for Protein Structure Classification at Low ResolutionCode0
TextureWGAN: Texture Preserving WGAN with MLE Regularizer for Inverse Problems0
Fusion of Deep and Non-Deep Methods for Fast Super-Resolution of Satellite Images0
Deep Photo Cropper and Enhancer0
Binarized Neural Network for Single Image Super Resolution0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified