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 751800 of 3874 papers

TitleStatusHype
Activating Wider Areas in Image Super-ResolutionCode1
Cylin-Painting: Seamless 360 Panoramic Image Outpainting and BeyondCode1
D2C-SR: A Divergence to Convergence Approach for Real-World Image Super-ResolutionCode1
Efficient Conditional Diffusion Model with Probability Flow Sampling for Image Super-resolutionCode1
Light Field Image Super-Resolution Using Deformable ConvolutionCode1
Light Field Image Super-Resolution with TransformersCode1
EndoL2H: Deep Super-Resolution for Capsule EndoscopyCode1
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
Deep Plug-and-Play Prior for Hyperspectral Image RestorationCode1
Lightweight Image Super-Resolution with Superpixel Token InteractionCode1
Lightweight Modules for Efficient Deep Learning based Image RestorationCode1
Deep Parametric 3D Filters for Joint Video Denoising and Illumination Enhancement in Video Super ResolutionCode1
Lightweight Stepless Super-Resolution of Remote Sensing Images via Saliency-Aware Dynamic Routing StrategyCode1
CABM: Content-Aware Bit Mapping for Single Image Super-Resolution Network with Large InputCode1
C3-STISR: Scene Text Image Super-resolution with Triple CluesCode1
Does Diffusion Beat GAN in Image Super Resolution?Code1
DDet: Dual-path Dynamic Enhancement Network for Real-World Image Super-ResolutionCode1
DDistill-SR: Reparameterized Dynamic Distillation Network for Lightweight Image Super-ResolutionCode1
Local-Global Temporal Difference Learning for Satellite Video Super-ResolutionCode1
Attention in Attention Network for Image Super-ResolutionCode1
Local Implicit Wavelet Transformer for Arbitrary-Scale Super-ResolutionCode1
A New Dataset and Transformer for Stereoscopic Video Super-ResolutionCode1
Burst Super-Resolution with Diffusion Models for Improving Perceptual QualityCode1
Attentive Fine-Grained Structured Sparsity for Image RestorationCode1
Low-power SNN-based audio source localisation using a Hilbert Transform spike encoding schemeCode1
Decomposition-Based Variational Network for Multi-Contrast MRI Super-Resolution and ReconstructionCode1
Burstormer: Burst Image Restoration and Enhancement TransformerCode1
A Two-Stage Attentive Network for Single Image Super-ResolutionCode1
A New Dataset and Framework for Real-World Blurred Images Super-ResolutionCode1
Decoupled Data Consistency with Diffusion Purification for Image RestorationCode1
Simultaneous Image-to-Zero and Zero-to-Noise: Diffusion Models with Analytical Image AttenuationCode1
BurstM: Deep Burst Multi-scale SR using Fourier Space with Optical FlowCode1
Deep Semantic Statistics Matching (D2SM) Denoising NetworkCode1
Deep Cyclic Generative Adversarial Residual Convolutional Networks for Real Image Super-ResolutionCode1
DeeDSR: Towards Real-World Image Super-Resolution via Degradation-Aware Stable DiffusionCode1
MedSRGAN: medical images super-resolution using generative adversarial networksCode1
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
AdaPool: Exponential Adaptive Pooling for Information-Retaining DownsamplingCode1
MetaF2N: Blind Image Super-Resolution by Learning Efficient Model Adaptation from FacesCode1
Deep Audio Waveform PriorCode1
DA-MUSIC: Data-Driven DoA Estimation via Deep Augmented MUSIC AlgorithmCode1
Meta-SR: A Magnification-Arbitrary Network for Super-ResolutionCode1
Meta-Transfer Learning for Zero-Shot Super-ResolutionCode1
DeepBedMap: Using a deep neural network to better resolve the bed topography of AntarcticaCode1
Distribution-Flexible Subset Quantization for Post-Quantizing Super-Resolution NetworksCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified