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 301–350 of 3874 papers

TitleStatusHype
Semantic Guided Large Scale Factor Remote Sensing Image Super-resolution with Generative Diffusion PriorCode1
Antenna Failure Resilience: Deep Learning-Enabled Robust DOA Estimation with Single Snapshot Sparse ArraysCode1
Swin2-MoSE: A New Single Image Super-Resolution Model for Remote SensingCode1
Simultaneous Tri-Modal Medical Image Fusion and Super-Resolution using Conditional Diffusion ModelCode1
Cross-sensor super-resolution of irregularly sampled Sentinel-2 time seriesCode1
Efficient Conditional Diffusion Model with Probability Flow Sampling for Image Super-resolutionCode1
NTIRE 2024 Challenge on Image Super-Resolution (4): Methods and ResultsCode1
LIPT: Latency-aware Image Processing TransformerCode1
Collaborative Feedback Discriminative Propagation for Video Super-ResolutionCode1
DiSR-NeRF: Diffusion-Guided View-Consistent Super-Resolution NeRFCode1
DeeDSR: Towards Real-World Image Super-Resolution via Degradation-Aware Stable DiffusionCode1
Exploiting Self-Supervised Constraints in Image Super-ResolutionCode1
Burst Super-Resolution with Diffusion Models for Improving Perceptual QualityCode1
Ship in Sight: Diffusion Models for Ship-Image Super ResolutionCode1
Residual Dense Swin Transformer for Continuous Depth-Independent Ultrasound ImagingCode1
Efficient scene text image super-resolution with semantic guidanceCode1
Adaptive Semantic-Enhanced Denoising Diffusion Probabilistic Model for Remote Sensing Image Super-ResolutionCode1
Learning Dual-Level Deformable Implicit Representation for Real-World Scale Arbitrary Super-ResolutionCode1
BlindDiff: Empowering Degradation Modelling in Diffusion Models for Blind Image Super-ResolutionCode1
Activating Wider Areas in Image Super-ResolutionCode1
Decoupled Data Consistency with Diffusion Purification for Image RestorationCode1
ODVista: An Omnidirectional Video Dataset for super-resolution and Quality Enhancement TasksCode1
Enhancing Hyperspectral Images via Diffusion Model and Group-Autoencoder Super-resolution NetworkCode1
Simple Base Frame Guided Residual Network for RAW Burst Image Super-ResolutionCode1
Adaptive Convolutional Neural Network for Image Super-resolutionCode1
Low-power SNN-based audio source localisation using a Hilbert Transform spike encoding schemeCode1
Hierarchical Prior-based Super Resolution for Point Cloud Geometry CompressionCode1
Wind speed super-resolution and validation: from ERA5 to CERRA via diffusion modelsCode1
LKFormer: Large Kernel Transformer for Infrared Image Super-ResolutionCode1
The Devil is in the Details: Boosting Guided Depth Super-Resolution via Rethinking Cross-Modal Alignment and AggregationCode1
Deep Blind Super-Resolution for Satellite VideoCode1
Revisiting Spatial-Frequency Information Integration from a Hierarchical Perspective for Panchromatic and Multi-Spectral Image FusionCode1
Learning Large-Factor EM Image Super-Resolution with Generative PriorsCode1
Look-Up Table Compression for Efficient Image RestorationCode1
Continuous Optical Zooming: A Benchmark for Arbitrary-Scale Image Super-Resolution in Real WorldCode1
Noise-free Optimization in Early Training Steps for Image Super-ResolutionCode1
KeDuSR: Real-World Dual-Lens Super-Resolution via Kernel-Free MatchingCode1
Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned GuidanceCode1
Perception-Distortion Balanced Super-Resolution: A Multi-Objective Optimization PerspectiveCode1
DDistill-SR: Reparameterized Dynamic Distillation Network for Lightweight Image Super-ResolutionCode1
ECAMP: Entity-centered Context-aware Medical Vision Language Pre-trainingCode1
Scale-Equivariant Imaging: Self-Supervised Learning for Image Super-Resolution and DeblurringCode1
Image Restoration Through Generalized Ornstein-Uhlenbeck BridgeCode1
TMP: Temporal Motion Propagation for Online Video Super-ResolutionCode1
Diffusion-based Blind Text Image Super-ResolutionCode1
Semantic Lens: Instance-Centric Semantic Alignment for Video Super-ResolutionCode1
TULIP: Transformer for Upsampling of LiDAR Point CloudsCode1
SGNet: Structure Guided Network via Gradient-Frequency Awareness for Depth Map Super-ResolutionCode1
Iterative Token Evaluation and Refinement for Real-World Super-ResolutionCode1
Training Neural Networks on RAW and HDR Images for Restoration TasksCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41—Unverified