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 26512700 of 3874 papers

TitleStatusHype
StairwayGraphNet for Inter- and Intra-modality Multi-resolution Brain Graph Alignment and SynthesisCode0
Inter-Domain Alignment for Predicting High-Resolution Brain Networks Using Teacher-Student LearningCode0
ParaDiS: Parallelly Distributable Slimmable Neural Networks0
An investigation of pre-upsampling generative modelling and Generative Adversarial Networks in audio super resolution0
Cross-Domain Lossy Compression as Optimal Transport with an Entropy Bottleneck0
TPU-GAN: Learning temporal coherence from dynamic point cloud sequencesCode0
Learning Efficient Image Super-Resolution Networks via Structure-Regularized Pruning0
Learning From Unpaired Data: A Variational Bayes Approach0
Neural Knitworks: Patched Neural Implicit Representation Networks0
LR-to-HR Face Hallucination with an Adversarial Progressive Attribute-Induced Network0
An Efficient Network Design for Face Video Super-resolutionCode0
High-throughput lensless whole slide imaging via continuous height-varying modulation of tilted sensor0
Model reduction for the material point method via an implicit neural representation of the deformation map0
DEM Super-Resolution with EfficientNetV20
TempNet -- Temporal Super Resolution of Radar Rainfall Products with Residual CNNs0
Towards Representation Learning for Atmospheric DynamicsCode0
Simple and Efficient Unpaired Real-world Super-Resolution using Image Statistics0
WiSoSuper: Benchmarking Super-Resolution Methods on Wind and Solar Data0
Resolution based Feature Distillation for Cross Resolution Person Re-Identification0
TANet: A new Paradigm for Global Face Super-resolution via Transformer-CNN Aggregation Network0
Application of Video-to-Video Translation Networks to Computational Fluid Dynamics0
Toward Real-World Super-Resolution via Adaptive Downsampling Models0
Mid-wave infrared super-resolution imaging based on compressive calibration and sampling0
Reconstructing High-resolution Turbulent Flows Using Physics-Guided Neural Networks0
Binaural SoundNet: Predicting Semantics, Depth and Motion with Binaural Sounds0
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