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 15011550 of 3874 papers

TitleStatusHype
Joint Reconstruction and Spatial Super-Resolution of Hyper-Spectral CTIS Images via Multi-Scale RefinementCode0
Efficient multi-class fetal brain segmentation in high resolution MRI reconstructions with noisy labelsCode0
Joint High Dynamic Range Imaging and Super-Resolution from a Single ImageCode0
Efficient Meta-Tuning for Content-aware Neural Video DeliveryCode0
Advancing Super-Resolution in Neural Radiance Fields via Variational Diffusion StrategiesCode0
IterInv: Iterative Inversion for Pixel-Level T2I ModelsCode0
JSI-GAN: GAN-Based Joint Super-Resolution and Inverse Tone-Mapping with Pixel-Wise Task-Specific Filters for UHD HDR VideoCode0
Efficient Light Field Reconstruction via Spatio-Angular Dense NetworkCode0
Is Autoencoder Truly Applicable for 3D CT Super-Resolution?Code0
Efficient Integer-Arithmetic-Only Convolutional Neural NetworksCode0
Efficient Image Super-Resolution with Feature Interaction Weighted Hybrid NetworkCode0
A Novel End-To-End Network for Reconstruction of Non-Regularly Sampled Image Data Using Locally Fully Connected LayersCode0
Multi Scale Identity-Preserving Image-to-Image Translation Network for Low-Resolution Face RecognitionCode0
IntraTomo: Self-Supervised Learning-Based Tomography via Sinogram Synthesis and PredictionCode0
Efficient Event Stream Super-Resolution with Recursive Multi-Branch FusionCode0
Inter-Domain Alignment for Predicting High-Resolution Brain Networks Using Teacher-Student LearningCode0
Inverse Problems with Diffusion Models: A MAP Estimation PerspectiveCode0
cGANs with Projection DiscriminatorCode0
CFSNet: Toward a Controllable Feature Space for Image RestorationCode0
Efficient and Accurate MRI Super-Resolution using a Generative Adversarial Network and 3D Multi-Level Densely Connected NetworkCode0
An Operator Learning Framework for Spatiotemporal Super-resolution of Scientific SimulationsCode0
Improving Super-Resolution Methods via Incremental Residual LearningCode0
Center Smoothing: Certified Robustness for Networks with Structured OutputsCode0
Improved Pothole Detection Using YOLOv7 and ESRGANCode0
Implicit Image-to-Image Schrodinger Bridge for Image RestorationCode0
Generalized super-resolution 4D Flow MRI x2013 using ensemble learning to extend across the cardiovascular systemCode0
Implicit Neural Representations for Simultaneous Reduction and Continuous Reconstruction of Multi-Altitude Climate DataCode0
CausalSR: Structural Causal Model-Driven Super-Resolution with Counterfactual InferenceCode0
Local Padding in Patch-Based GANs for Seamless Infinite-Sized Texture SynthesisCode0
Image Super-Resolution via RL-CSC: When Residual Learning Meets Convolutional Sparse CodingCode0
Edge-Informed Single Image Super-ResolutionCode0
Edge-guided and Cross-scale Feature Fusion Network for Efficient Multi-contrast MRI Super-ResolutionCode0
Remote Sensing Image Fusion Based on Two-stream Fusion NetworkCode0
Generative adversarial network-based image super-resolution using perceptual content lossesCode0
Image Super-resolution via Feature-augmented Random ForestCode0
EDADepth: Enhanced Data Augmentation for Monocular Depth EstimationCode0
Image Super-Resolution via Deterministic-Stochastic Synthesis and Local Statistical RectificationCode0
Image Super-Resolution via Dual-State Recurrent NetworksCode0
Image Super-Resolution Using a Wavelet-based Generative Adversarial NetworkCode0
ECLARE: Efficient cross-planar learning for anisotropic resolution enhancementCode0
SRECG: ECG Signal Super-resolution Framework for Portable/Wearable Devices in Cardiac Arrhythmias ClassificationCode0
Image Super-Resolution Using Dense Skip ConnectionsCode0
Image Super-Resolution as a Defense Against Adversarial AttacksCode0
Image Super-Resolution by Neural Texture TransferCode0
EarthGen: Generating the World from Top-Down ViewsCode0
Image Super-Resolution Improved by Edge InformationCode0
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip ConnectionsCode0
Image Restoration Using Deep Regulated Convolutional NetworksCode0
E2FIF: Push the limit of Binarized Deep Imagery Super-resolution using End-to-end Full-precision Information FlowCode0
Image Restoration Using Very Deep Convolutional Encoder-Decoder Networks with Symmetric Skip ConnectionsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified