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 25512600 of 3874 papers

TitleStatusHype
Efficient Video Compression via Content-Adaptive Super-ResolutionCode1
High-resolution Depth Maps Imaging via Attention-based Hierarchical Multi-modal FusionCode1
SDAN: Squared Deformable Alignment Network for Learning Misaligned Optical ZoomCode0
Unsupervised Degradation Representation Learning for Blind Super-ResolutionCode1
RetrievalFuse: Neural 3D Scene Reconstruction with a DatabaseCode1
MR Slice Profile Estimation by Learning to Match Internal Patch DistributionsCode0
Video-Specific Autoencoders for Exploring, Editing and Transmitting Videos0
Near field Acoustic Holography on arbitrary shapes using Convolutional Neural NetworkCode0
In-Place Scene Labelling and Understanding with Implicit Scene Representation0
Flow-based Kernel Prior with Application to Blind Super-ResolutionCode1
Omniscient Video Super-Resolution0
Transitional Learning: Exploring the Transition States of Degradation for Blind Super-resolutionCode1
Best-Buddy GANs for Highly Detailed Image Super-ResolutionCode1
Training a Task-Specific Image Reconstruction Loss0
D2C-SR: A Divergence to Convergence Approach for Real-World Image Super-ResolutionCode1
Asymmetric CNN for image super-resolutionCode1
Zero-shot super-resolution with a physically-motivated downsampling kernel for endomicroscopy0
Multi-frame Super-resolution from Noisy Data0
Designing a Practical Degradation Model for Deep Blind Image Super-ResolutionCode1
JDSR-GAN: Constructing An Efficient Joint Learning Network for Masked Face Super-Resolution0
Learning Scene Structure Guidance via Cross-Task Knowledge Transfer for Single Depth Super-Resolution0
Lightweight Image Super-Resolution with Multi-scale Feature Interaction Network0
UltraSR: Spatial Encoding is a Missing Key for Implicit Image Function-based Arbitrary-Scale Super-ResolutionCode1
Mathematical Theory of Computational Resolution Limit in Multi-dimensions0
Gauging diffraction patterns: field of view and bandwidth estimation in lensless holography0
Large Motion Video Super-Resolution with Dual Subnet and Multi-Stage Communicated Upsampling0
MONAIfbs: MONAI-based fetal brain MRI deep learning segmentationCode1
A new public Alsat-2B dataset for single-image super-resolutionCode1
Hyperspectral Image Super-Resolution in Arbitrary Input-Output Band Settings0
Generic Perceptual Loss for Modeling Structured Output Dependencies0
Self-Supervised Adaptation for Video Super-ResolutionCode1
Prediction-assistant Frame Super-Resolution for Video Streaming0
Collapsible Linear Blocks for Super-Efficient Super ResolutionCode1
ShipSRDet: An End-to-End Remote Sensing Ship Detector Using Super-Resolved Feature Representation0
Super-Resolving Cross-Domain Face Miniatures by Peeking at One-Shot Exemplar0
Learning Frequency-aware Dynamic Network for Efficient Super-Resolution0
Fast and Accurate: Video Enhancement using Sparse Depth0
D2C-SR: A Divergence to Convergence Approach for Image Super-Resolution0
A learning-based view extrapolation method for axial super-resolution0
3D Human Pose, Shape and Texture from Low-Resolution Images and VideosCode1
Super-Resolving Beyond Satellite Hardware Using Realistically Degraded Images0
Point Cloud Sampling via Graph Balancing and Gershgorin Disc Alignment0
Deep learning-based super-resolution fluorescence microscopy on small datasetsCode0
Feedback Refined Local-Global Network for Super-Resolution of Hyperspectral ImageryCode0
ClassSR: A General Framework to Accelerate Super-Resolution Networks by Data CharacteristicCode1
Generating Images with Sparse RepresentationsCode1
Super-resolution Method for Coherent DOA Estimation of Multiple Wideband Sources0
Super-Resolution DOA Estimation for Wideband Signals using Arbitrary Linear Arrays without Focusing Matrices0
Real-World Single Image Super-Resolution: A Brief ReviewCode1
Super-resolving Compressed Images via Parallel and Series Integration of Artifact Reduction and Resolution EnhancementCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified