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

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Showing 1001–1050 of 3874 papers

TitleStatusHype
Unsupervised Real Image Super-Resolution via Generative Variational AutoEncoderCode1
Diffusion-based Blind Text Image Super-ResolutionCode1
Fast Monte Carlo Rendering via Multi-Resolution SamplingCode1
Blind Image Super-resolution with Elaborate Degradation Modeling on Noise and KernelCode1
Variational AutoEncoder for Reference based Image Super-ResolutionCode1
Variational Deep Image RestorationCode1
EvEnhancer: Empowering Effectiveness, Efficiency and Generalizability for Continuous Space-Time Video Super-Resolution with EventsCode1
ESSAformer: Efficient Transformer for Hyperspectral Image Super-resolutionCode1
Event Enhanced High-Quality Image RecoveryCode1
ERQA: Edge-Restoration Quality Assessment for Video Super-ResolutionCode1
Distillation-Driven Diffusion Model for Multi-Scale MRI Super-Resolution: Make 1.5T MRI Great AgainCode1
Does Diffusion Beat GAN in Image Super Resolution?Code1
Diffusion Prior Interpolation for Flexibility Real-World Face Super-ResolutionCode1
Video Super-resolution with Temporal Group AttentionCode1
EventSR: From Asynchronous Events to Image Reconstruction, Restoration, and Super-Resolution via End-to-End Adversarial LearningCode1
DiMoSR: Feature Modulation via Multi-Branch Dilated Convolutions for Efficient Image Super-ResolutionCode1
Enhancing Perceptual Quality in Video Super-Resolution through Temporally-Consistent Detail Synthesis using Diffusion ModelsCode1
Enhancing Hyperspectral Images via Diffusion Model and Group-Autoencoder Super-resolution NetworkCode1
Brain Graph Super-Resolution Using Adversarial Graph Neural Network with Application to Functional Brain ConnectivityCode1
Enhancing License Plate Super-Resolution: A Layout-Aware and Character-Driven ApproachCode1
Boosting Video Super Resolution with Patch-Based Temporal Redundancy OptimizationCode1
DisC-Diff: Disentangled Conditional Diffusion Model for Multi-Contrast MRI Super-ResolutionCode1
Enhancing Space-time Video Super-resolution via Spatial-temporal Feature InteractionCode1
BrainBERT: Self-supervised representation learning for intracranial recordingsCode1
Discrete Cosine Transform Network for Guided Depth Map Super-ResolutionCode1
DSR: Towards Drone Image Super-ResolutionCode1
Discovering Distinctive "Semantics" in Super-Resolution NetworksCode1
Accurate Image Restoration with Attention Retractable TransformerCode1
DiSR-NeRF: Diffusion-Guided View-Consistent Super-Resolution NeRFCode1
Brain-ID: Learning Contrast-agnostic Anatomical Representations for Brain ImagingCode1
Efficient and Degradation-Adaptive Network for Real-World Image Super-ResolutionCode1
Fast Nearest Convolution for Real-Time Efficient Image Super-ResolutionCode1
From Coarse to Fine: Hierarchical Pixel Integration for Lightweight Image Super-ResolutionCode1
Equivalent Transformation and Dual Stream Network Construction for Mobile Image Super-ResolutionCode1
An efficient CNN for spectral reconstruction from RGB imagesCode1
ESRGAN+ : Further Improving Enhanced Super-Resolution Generative Adversarial NetworkCode1
HighRes-net: Multi-Frame Super-Resolution by Recursive FusionCode1
Distribution-Flexible Subset Quantization for Post-Quantizing Super-Resolution NetworksCode1
L1BSR: Exploiting Detector Overlap for Self-Supervised Single-Image Super-Resolution of Sentinel-2 L1B ImageryCode1
Exploit Camera Raw Data for Video Super-Resolution via Hidden Markov Model InferenceCode1
Bridging Component Learning with Degradation Modelling for Blind Image Super-ResolutionCode1
Exploiting Raw Images for Real-Scene Super-ResolutionCode1
Exploring Semantic Feature Discrimination for Perceptual Image Super-Resolution and Opinion-Unaware No-Reference Image Quality AssessmentCode1
Exploring Separable Attention for Multi-Contrast MR Image Super-ResolutionCode1
Extremely Lightweight Quantization Robust Real-Time Single-Image Super Resolution for Mobile DevicesCode1
Face Hallucination via Split-Attention in Split-Attention NetworkCode1
DL4DS -- Deep Learning for empirical DownScalingCode1
Fairness for Image Generation with Uncertain Sensitive AttributesCode1
B-Spline Texture Coefficients Estimator for Screen Content Image Super-ResolutionCode1
PaGoDA: Progressive Growing of a One-Step Generator from a Low-Resolution Diffusion TeacherCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41—Unverified