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 26762700 of 3874 papers

TitleStatusHype
FaBiAN: A Fetal Brain magnetic resonance Acquisition Numerical phantom0
Fusformer: A Transformer-based Fusion Approach for Hyperspectral Image Super-resolution0
Super-resolution data assimilation0
Deep Learning Approach for Hyperspectral Image Demosaicking, Spectral Correction and High-resolution RGB Reconstruction0
Infrared Image Super-Resolution via Heterogeneous Convolutional WGAN0
From Less to More: Spectral Splitting and Aggregation Network for Hyperspectral Face Super-Resolution0
Attention-based Multi-Reference Learning for Image Super-ResolutionCode0
Super-Resolution Appearance Transfer for 4D Human Performances0
The End Restraint Method for Mechanically Perturbing Nucleic Acids in silico0
Multi-Attributed and Structured Text-to-Face Synthesis0
Achieving on-Mobile Real-Time Super-Resolution with Neural Architecture and Pruning Search0
Temporal Kernel Consistency for Blind Video Super-Resolution0
SURFNet: Super-resolution of Turbulent Flows with Transfer Learning using Small Datasets0
End-to-End Adaptive Monte Carlo Denoising and Super-Resolution0
Seirios: Leveraging Multiple Channels for LoRaWAN Indoor and Outdoor Localization0
FA-GAN: Fused Attentive Generative Adversarial Networks for MRI Image Super-Resolution0
FL-MISR: Fast Large-Scale Multi-Image Super-Resolution for Computed Tomography Based on Multi-GPU Acceleration0
Efficient Light Field Reconstruction via Spatio-Angular Dense NetworkCode0
Data Acquisition and Preparation for Dual-reference Deep Learning of Image Super-Resolution0
Ada-VSR: Adaptive Video Super-Resolution with Meta-Learning0
Del-Net: A Single-Stage Network for Mobile Camera ISP0
Thermal Image Super-Resolution Using Second-Order Channel Attention with Varying Receptive FieldsCode0
Content-aware Directed Propagation Network with Pixel Adaptive Kernel Attention0
Improving Multi-View Stereo via Super-Resolution0
MFAGAN: A Compression Framework for Memory-Efficient On-Device Super-Resolution GAN0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified