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 34013425 of 3874 papers

TitleStatusHype
Image Super-Resolution via RL-CSC: When Residual Learning Meets Convolutional Sparse CodingCode0
Brain MRI super-resolution using 3D generative adversarial networksCode0
Residual Dense Network for Image RestorationCode0
Perceptual deep depth super-resolutionCode0
Multi-Frame Super-Resolution Reconstruction with Applications to Medical Imaging0
3DSRnet: Video Super-resolution using 3D Convolutional Neural NetworksCode0
Multimodal Sensor Fusion In Single Thermal image Super-ResolutionCode0
SREdgeNet: Edge Enhanced Single Image Super Resolution using Dense Edge Detection Network and Feature Merge Network0
Efficient Super Resolution Using Binarized Neural Network0
Advanced Super-Resolution using Lossless Pooling Convolutional Networks0
Wider Channel Attention Network for Remote Sensing Image Super-resolution0
Efficient Super Resolution For Large-Scale Images Using Attentional GAN0
Unsupervised Degradation Learning for Single Image Super-Resolution0
The Effects of Super-Resolution on Object Detection Performance in Satellite ImageryCode0
Supervised Deep Kriging for Single-Image Super-Resolution0
Unsupervised Learning of Monocular Depth Estimation with Bundle Adjustment, Super-Resolution and Clip Loss0
TDAN: Temporally Deformable Alignment Network for Video Super-ResolutionCode1
Binary Document Image Super Resolution for Improved Readability and OCR PerformanceCode0
Why Are Deep Representations Good Perceptual Quality Features?0
Lightweight and Efficient Image Super-Resolution with Block State-based Recursive NetworkCode0
Super-Resolution via Image-Adapted Denoising CNNs: Incorporating External and Internal LearningCode0
MAMNet: Multi-path Adaptive Modulation Network for Image Super-ResolutionCode0
Image Reconstruction with Predictive Filter FlowCode0
Dense xUnit NetworksCode0
Patch-based Progressive 3D Point Set UpsamplingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified