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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 751–800 of 3874 papers

TitleStatusHype
CADyQ: Content-Aware Dynamic Quantization for Image Super-ResolutionCode1
Deep Learning for Efficient Reconstruction of High-Resolution Turbulent DNS DataCode1
Deep Space-Time Video Upsampling NetworksCode1
Flexible Style Image Super-Resolution using Conditional ObjectiveCode1
L1BSR: Exploiting Detector Overlap for Self-Supervised Single-Image Super-Resolution of Sentinel-2 L1B ImageryCode1
Frequency Estimation Using Complex-Valued Shifted Window TransformerCode1
LAVIE: High-Quality Video Generation with Cascaded Latent Diffusion ModelsCode1
DAQ: Channel-Wise Distribution-Aware Quantization for Deep Image Super-Resolution NetworksCode1
DARTS: Double Attention Reference-based Transformer for Super-resolutionCode1
A Tree-guided CNN for image super-resolutionCode1
Attaining Real-Time Super-Resolution for Microscopic Images Using GANCode1
Frequency Domain-based Perceptual Loss for Super ResolutionCode1
Learning Data-Driven Vector-Quantized Degradation Model for Animation Video Super-ResolutionCode1
CABM: Content-Aware Bit Mapping for Single Image Super-Resolution Network with Large InputCode1
Fourier Series Expansion Based Filter Parametrization for Equivariant ConvolutionsCode1
C3-STISR: Scene Text Image Super-resolution with Triple CluesCode1
Deep Learning-Based CKM Construction with Image Super-ResolutionCode1
A New Dataset and Transformer for Stereoscopic Video Super-ResolutionCode1
Attention Beats Linear for Fast Implicit Neural Representation GenerationCode1
DDet: Dual-path Dynamic Enhancement Network for Real-World Image Super-ResolutionCode1
DDistill-SR: Reparameterized Dynamic Distillation Network for Lightweight Image Super-ResolutionCode1
Fully Quantized Image Super-Resolution NetworksCode1
Deep Learning-based Face Super-Resolution: A SurveyCode1
One Step Diffusion-based Super-Resolution with Time-Aware DistillationCode1
Journey Towards Tiny Perceptual Super-ResolutionCode1
Burst Super-Resolution with Diffusion Models for Improving Perceptual QualityCode1
Attentive Fine-Grained Structured Sparsity for Image RestorationCode1
Gated Fusion Network for Degraded Image Super ResolutionCode1
Burstormer: Burst Image Restoration and Enhancement TransformerCode1
A New Dataset and Framework for Real-World Blurred Images Super-ResolutionCode1
A Two-Stage Attentive Network for Single Image Super-ResolutionCode1
BurstM: Deep Burst Multi-scale SR using Fourier Space with Optical FlowCode1
Joint Learning of Blind Super-Resolution and Crack Segmentation for Realistic Degraded ImagesCode1
Jointly RS Image Deblurring and Super-Resolution with Adjustable-Kernel and Multi-Domain AttentionCode1
Joint super-resolution and synthesis of 1 mm isotropic MP-RAGE volumes from clinical MRI exams with scans of different orientation, resolution and contrastCode1
Generalized Real-World Super-Resolution through Adversarial RobustnessCode1
OSRT: Omnidirectional Image Super-Resolution with Distortion-aware TransformerCode1
DeeDSR: Towards Real-World Image Super-Resolution via Degradation-Aware Stable DiffusionCode1
GenerateCT: Text-Conditional Generation of 3D Chest CT VolumesCode1
Deep Adaptive Inference Networks for Single Image Super-ResolutionCode1
Augmented Convolutional LSTMs for Generation of High-Resolution Climate Change ProjectionsCode1
Deep Arbitrary-Scale Image Super-Resolution via Scale-Equivariance PursuitCode1
Iterative Token Evaluation and Refinement for Real-World Super-ResolutionCode1
Generative Adversarial NetworksCode1
Deep Interleaved Network for Image Super-Resolution With Asymmetric Co-AttentionCode1
DA-MUSIC: Data-Driven DoA Estimation via Deep Augmented MUSIC AlgorithmCode1
Joint Demosaicing and Denoising With Self GuidanceCode1
Panini-Net: GAN Prior Based Degradation-Aware Feature Interpolation for Face RestorationCode1
DeepBedMap: Using a deep neural network to better resolve the bed topography of AntarcticaCode1
Burst Image Restoration and EnhancementCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41—Unverified