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 15761600 of 3874 papers

TitleStatusHype
A New Multi-Picture Architecture for Learned Video Deinterlacing and Demosaicing with Parallel Deformable Convolution and Self-Attention BlocksCode0
Image Reconstruction with Predictive Filter FlowCode0
SeG-SR: Integrating Semantic Knowledge into Remote Sensing Image Super-Resolution via Vision-Language ModelCode0
Image Restoration Using Very Deep Convolutional Encoder-Decoder Networks with Symmetric Skip ConnectionsCode0
Image Super-Resolution Using Dense Skip ConnectionsCode0
Implicit Image-to-Image Schrodinger Bridge for Image RestorationCode0
I^3Net: Inter-Intra-slice Interpolation Network for Medical Slice SynthesisCode0
C2PD: Continuity-Constrained Pixelwise Deformation for Guided Depth Super-ResolutionCode0
Hyperspectral Super-Resolution via Global-Local Low-Rank Matrix EstimationCode0
IG-CFAT: An Improved GAN-Based Framework for Effectively Exploiting Transformers in Real-World Image Super-ResolutionCode0
Hyperspectral Image Super-Resolution With Optimized RGB GuidanceCode0
DSR-Diff: Depth Map Super-Resolution with Diffusion ModelCode0
A Diffusion-Driven Temporal Super-Resolution and Spatial Consistency Enhancement Framework for 4D MRI imagingCode0
Hybrid Residual Attention Network for Single Image Super ResolutionCode0
DPSRGAN: Dilation Patch Super-Resolution Generative Adversarial NetworksCode0
Hybrid Inexact BCD for Coupled Structured Matrix Factorization in Hyperspectral Super-ResolutionCode0
Hundred-Kilobyte Lookup Tables for Efficient Single-Image Super-ResolutionCode0
A Dictionary Based Approach for Removing Out-of-Focus BlurCode0
Hybrid Function Sparse Representation towards Image Super ResolutionCode0
Hyperspectral and multispectral image fusion with arbitrary resolution through self-supervised representationsCode0
HR-INR: Continuous Space-Time Video Super-Resolution via Event CameraCode0
3DAttGAN: A 3D Attention-based Generative Adversarial Network for Joint Space-Time Video Super-ResolutionCode0
SeNM-VAE: Semi-Supervised Noise Modeling with Hierarchical Variational AutoencoderCode0
Domain Transfer in Latent Space (DTLS) Wins on Image Super-Resolution -- a Non-Denoising ModelCode0
A Design Methodology for Efficient Implementation of Deconvolutional Neural Networks on an FPGACode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified