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 15011550 of 1589 papers

TitleStatusHype
ResSR: A Computationally Efficient Residual Approach to Super-Resolving Multispectral ImagesCode0
High-throughput, high-resolution registration-free generated adversarial network microscopyCode0
High-Resolution Daytime Translation Without Domain LabelsCode0
High-Quality Face Image SR Using Conditional Generative Adversarial NetworksCode0
Ultra Sharp : Study of Single Image Super Resolution using Residual Dense NetworkCode0
High-Frequency Prior-Driven Adaptive Masking for Accelerating Image Super-ResolutionCode0
Steered Diffusion: A Generalized Framework for Plug-and-Play Conditional Image SynthesisCode0
Adaptation of the super resolution SOTA for Art Restoration in camera capture imagesCode0
To learn image super-resolution, use a GAN to learn how to do image degradation firstCode0
Toward Accurate Post-Training Quantization for Image Super ResolutionCode0
Hierarchical Back Projection Network for Image Super-ResolutionCode0
Revolutionizing Space Health (Swin-FSR): Advancing Super-Resolution of Fundus Images for SANS Visual Assessment TechnologyCode0
HF-Diff: High-Frequency Perceptual Loss and Distribution Matching for One-Step Diffusion-Based Image Super-ResolutionCode0
DeepRED: Deep Image Prior Powered by REDCode0
Robust Deep Ensemble Method for Real-world Image DenoisingCode0
HASN: Hybrid Attention Separable Network for Efficient Image Super-resolutionCode0
Guidance Disentanglement Network for Optics-Guided Thermal UAV Image Super-ResolutionCode0
A Matrix-in-matrix Neural Network for Image Super ResolutionCode0
GhostSR: Learning Ghost Features for Efficient Image Super-ResolutionCode0
Deep Mean-Shift Priors for Image RestorationCode0
A Lightweight Image Super-Resolution Transformer Trained on Low-Resolution Images OnlyCode0
Deeply-Recursive Convolutional Network for Image Super-ResolutionCode0
Toward Real World Stereo Image Super-Resolution via Hybrid Degradation Model and Discriminator for Implied Stereo Image InformationCode0
Generative Collaborative Networks for Single Image Super-ResolutionCode0
Deep Learning for Single Image Super-Resolution: A Brief ReviewCode0
Generative Adversarial Networks: An OverviewCode0
Generative adversarial network-based image super-resolution using perceptual content lossesCode0
Deep Learning for Multiple-Image Super-ResolutionCode0
Gated Multiple Feedback Network for Image Super-ResolutionCode0
AIM 2019 Challenge on Real-World Image Super-Resolution: Methods and ResultsCode0
Scale Guided Hypernetwork for Blind Super-Resolution Image Quality AssessmentCode0
Gated Fusion Network for Joint Image Deblurring and Super-ResolutionCode0
Frequency Separation for Real-World Super-ResolutionCode0
Fine-grained Attention and Feature-sharing Generative Adversarial Networks for Single Image Super-ResolutionCode0
Scene Text Image Super-Resolution via Parallelly Contextual Attention NetworkCode0
A Comprehensive guide to Bayesian Convolutional Neural Network with Variational InferenceCode0
Scene Text Telescope: Text-Focused Scene Image Super-ResolutionCode0
SDT-DCSCN for Simultaneous Super-Resolution and Deblurring of Text ImagesCode0
Feedback Network for Image Super-ResolutionCode0
Zoomed In, Diffused Out: Towards Local Degradation-Aware Multi-Diffusion for Extreme Image Super-ResolutionCode0
Second-Order Attention Network for Single Image Super-ResolutionCode0
FC^2N: Fully Channel-Concatenated Network for Single Image Super-ResolutionCode0
Deep Learning for Image Super-resolution: A SurveyCode0
Fast Omni-Directional Image Super-Resolution: Adapting the Implicit Image Function with Pixel and Semantic-Wise Spherical Geometric PriorsCode0
Fast Full-Resolution Target-Adaptive CNN-Based Pansharpening FrameworkCode0
SeG-SR: Integrating Semantic Knowledge into Remote Sensing Image Super-Resolution via Vision-Language ModelCode0
"Zero-Shot" Super-Resolution using Deep Internal LearningCode0
Fast Bayesian Uncertainty Estimation and Reduction of Batch Normalized Single Image Super-Resolution NetworkCode0
Content and Colour Distillation for Learning Image Translations with the Spatial Profile LossCode0
ASDN: A Deep Convolutional Network for Arbitrary Scale Image Super-ResolutionCode0
Show:102550
← PrevPage 31 of 32Next →

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