SOTAVerified

Image Super-Resolution

Image Super-Resolution is a machine learning task where the goal is to increase the resolution of an image, often by a factor of 4x or more, while maintaining its content and details as much as possible. The end result is a high-resolution version of the original image. This task can be used for various applications such as improving image quality, enhancing visual detail, and increasing the accuracy of computer vision algorithms.

Papers

Showing 15511589 of 1589 papers

TitleStatusHype
Towards Lightweight Hyperspectral Image Super-Resolution with Depthwise Separable Dilated Convolutional NetworkCode0
Super-Resolution via Image-Adapted Denoising CNNs: Incorporating External and Internal LearningCode0
Fast and Robust Cascade Model for Multiple Degradation Single Image Super-ResolutionCode0
Fast and Efficient Image Quality Enhancement via Desubpixel Convolutional Neural NetworksCode0
Combination of Single and Multi-frame Image Super-resolution: An Analytical PerspectiveCode0
Towards Progressive Multi-Frequency Representation for Image WarpingCode0
Arbitrary Scale Super-Resolution for Brain MRI ImagesCode0
Fast and Accurate Single Image Super-Resolution via Information Distillation NetworkCode0
Semantic-Guided Global-Local Collaborative Networks for Lightweight Image Super-ResolutionCode0
Fast and Accurate Image Super-Resolution with Deep Laplacian Pyramid NetworksCode0
CISRNet: Compressed Image Super-Resolution NetworkCode0
Cine cardiac MRI reconstruction using a convolutional recurrent network with refinementCode0
Semantic uncertainty intervals for disentangled latent spacesCode0
Deep Learning-based Image Super-Resolution Considering Quantitative and Perceptual QualityCode0
SESR: Single Image Super Resolution with Recursive Squeeze and Excitation NetworksCode0
CFSNet: Toward a Controllable Feature Space for Image RestorationCode0
An Effective Single-Image Super-Resolution Model Using Squeeze-and-Excitation NetworksCode0
Fast and Accurate Image Super Resolution by Deep CNN with Skip Connection and Network in NetworkCode0
Camera Lens Super-ResolutionCode0
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual NetworkCode0
AIM 2019 Challenge on Constrained Super-Resolution: Methods and ResultsCode0
Unifying Dimensions: A Linear Adaptive Approach to Lightweight Image Super-ResolutionCode0
EXTRACTER: Efficient Texture Matching with Attention and Gradient Enhancing for Large Scale Image Super ResolutionCode0
Universally Slimmable Networks and Improved Training TechniquesCode0
Trainable Loss Weights in Super-ResolutionCode0
Super-Resolution with Deep Convolutional Sufficient StatisticsCode0
Exploring Linear Attention Alternative for Single Image Super-ResolutionCode0
A Fusion-Guided Inception Network for Hyperspectral Image Super-ResolutionCode0
Trained Model in Supervised Deep Learning is a Conditional Risk MinimizerCode0
A Fully Progressive Approach to Single-Image Super-ResolutionCode0
Explorable Super ResolutionCode0
Single image super-resolution based on trainable feature matching attention networkCode0
Deep Learning-Based Channel EstimationCode0
Brain MRI Image Super Resolution using Phase Stretch Transform and Transfer LearningCode0
Boosting Lightweight Single Image Super-resolution via Joint-distillationCode0
DACN: Dual-Attention Convolutional Network for Hyperspectral Image Super-ResolutionCode0
Deep learning-based blind image super-resolution with iterative kernel reconstruction and noise estimationCode0
Blind Super-Resolution With Iterative Kernel CorrectionCode0
Deep Laplacian Pyramid Networks for Fast and Accurate Super-ResolutionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DRCT-LPSNR29.54Unverified
2HMA†PSNR29.51Unverified
3Hi-IR-LPSNR29.49Unverified
4HAT-LPSNR29.47Unverified
5HAT_FIRPSNR29.44Unverified
6DRCTPSNR29.4Unverified
7HATPSNR29.38Unverified
8CPAT+PSNR29.36Unverified
9SwinFIRPSNR29.36Unverified
10CPATPSNR29.34Unverified
#ModelMetricClaimedVerifiedStatus
1DRCT-LPSNR28.16Unverified
2HMA†PSNR28.13Unverified
3Hi-IR-LPSNR28.13Unverified
4HAT-LPSNR28.09Unverified
5HAT_FIRPSNR28.07Unverified
6CPAT+PSNR28.06Unverified
7DRCTPSNR28.06Unverified
8HATPSNR28.05Unverified
9CPATPSNR28.04Unverified
10SwinFIRPSNR28.03Unverified
#ModelMetricClaimedVerifiedStatus
1Hi-IR-LPSNR28.72Unverified
2DRCT-LPSNR28.7Unverified
3HMA†PSNR28.69Unverified
4HAT-LPSNR28.6Unverified
5HAT_FIRPSNR28.43Unverified
6DRCTPSNR28.4Unverified
7HATPSNR28.37Unverified
8CPAT+PSNR28.33Unverified
9CPATPSNR28.22Unverified
10PFTPSNR28.2Unverified