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 29012950 of 3874 papers

TitleStatusHype
Turning Frequency to Resolution: Video Super-Resolution via Event Cameras0
TV-based Deep 3D Self Super-Resolution for fMRI0
TWIST-GAN: Towards Wavelet Transform and Transferred GAN for Spatio-Temporal Single Image Super Resolution0
Two-dimensional gridless super-resolution method for ISAR imaging0
Two-phase Hair Image Synthesis by Self-Enhancing Generative Model0
Two-stage domain adapted training for better generalization in real-world image restoration and super-resolution0
UB-FineNet: Urban Building Fine-grained Classification Network for Open-access Satellite Images0
UCIP: A Universal Framework for Compressed Image Super-Resolution using Dynamic Prompt0
UDC: Unified DNAS for Compressible TinyML Models0
UG^2: a Video Benchmark for Assessing the Impact of Image Restoration and Enhancement on Automatic Visual Recognition0
UGPNet: Universal Generative Prior for Image Restoration0
Ultra-Range Gesture Recognition using a Web-Camera in Human-Robot Interaction0
UltraVSR: Achieving Ultra-Realistic Video Super-Resolution with Efficient One-Step Diffusion Space0
Unaligned RGB Guided Hyperspectral Image Super-Resolution with Spatial-Spectral Concordance0
Uncertainty-Driven Loss for Single Image Super-Resolution0
Uncertainty Estimation for Super-Resolution using ESRGAN0
Uncertainty-guided Perturbation for Image Super-Resolution Diffusion Model0
Uncertainty Quantification in Deep Learning for Safer Neuroimage Enhancement0
Uncertainty Quantification via Neural Posterior Principal Components0
Understanding Deformable Alignment in Video Super-Resolution0
Understanding Opportunities for Efficiency in Single-image Super Resolution Networks0
Undertrained Image Reconstruction for Realistic Degradation in Blind Image Super-Resolution0
Underwater Image Super-Resolution using Generative Adversarial Network-based Model0
Underwater litter monitoring using consumer-grade aerial-aquatic speedy scanner (AASS) and deep learning based super-resolution reconstruction and detection network0
Unified Dynamic Convolutional Network for Super-Resolution with Variational Degradations0
A Unified Model for Compressed Sensing MRI Across Undersampling Patterns0
Universal Robustness via Median Randomized Smoothing for Real-World Super-Resolution0
Unlocking Masked Autoencoders as Loss Function for Image and Video Restoration0
UnmixingSR: Material-aware Network with Unsupervised Unmixing as Auxiliary Task for Hyperspectral Image Super-resolution0
An Optimal Transport Perspective on Unpaired Image Super-Resolution0
Unpaired MRI Super Resolution with Contrastive Learning0
Unpaired Optical Coherence Tomography Angiography Image Super-Resolution via Frequency-Aware Inverse-Consistency GAN0
Unstructured Road Vanishing Point Detection Using the Convolutional Neural Network and Heatmap Regression0
Unsupervised Alternating Optimization for Blind Hyperspectral Imagery Super-resolution0
Unsupervised Degradation Learning for Single Image Super-Resolution0
Unsupervised Domain Adaptation for Neuron Membrane Segmentation based on Structural Features0
Unsupervised Image Noise Modeling with Self-Consistent GAN0
Unsupervised Image Super-Resolution Reconstruction Based on Real-World Degradation Patterns0
Unsupervised Image Super-Resolution with an Indirect Supervised Path0
Unsupervised Learning for Real-World Super-Resolution0
Unsupervised Learning of High-resolution Light Field Imaging via Beam Splitter-based Hybrid Lenses0
Unsupervised Learning of Monocular Depth Estimation with Bundle Adjustment, Super-Resolution and Clip Loss0
Unsupervised MRI Super-Resolution Using Deep External Learning and Guided Residual Dense Network with Multimodal Image Priors0
Unsupervised Projection Networks for Generative Adversarial Networks0
Unsupervised Real-World Super-Resolution: A Domain Adaptation Perspective0
Unsupervised Representation Learning for 3D MRI Super Resolution with Degradation Adaptation0
Unsupervised Skull Segmentation via Contrastive MR-to-CT Modality Translation0
Unsupervised Sparse Dirichlet-Net for Hyperspectral Image Super-Resolution0
Unsupervised Super-Resolution: Creating High-Resolution Medical Images from Low-Resolution Anisotropic Examples0
Unsupervised Super-Resolution of Satellite Imagery for High Fidelity Material Label Transfer0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified