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 10011050 of 3874 papers

TitleStatusHype
CDFormer: When Degradation Prediction Embraces Diffusion Model for Blind Image Super-ResolutionCode2
Beyond Subspace Isolation: Many-to-Many Transformer for Light Field Image Super-resolutionCode0
Diffusion Models, Image Super-Resolution And Everything: A Survey0
Exposure Bracketing Is All You Need For A High-Quality ImageCode2
UGPNet: Universal Generative Prior for Image Restoration0
Compressing Deep Image Super-resolution Models0
Image Super-resolution Reconstruction Network based on Enhanced Swin Transformer via Alternating Aggregation of Local-Global Features0
Improving the Stability and Efficiency of Diffusion Models for Content Consistent Super-ResolutionCode2
Noise-free Optimization in Early Training Steps for Image Super-ResolutionCode1
KeDuSR: Real-World Dual-Lens Super-Resolution via Kernel-Free MatchingCode1
Single particle algorithms to reveal cellular nanodomain organization0
Learning from small data sets: Patch-based regularizers in inverse problems for image reconstruction0
Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned GuidanceCode1
A Survey on Super Resolution for video Enhancement Using GAN0
Learn From Orientation Prior for Radiograph Super-Resolution: Orientation Operator Transformer0
Perception-Distortion Balanced Super-Resolution: A Multi-Objective Optimization PerspectiveCode1
BSRAW: Improving Blind RAW Image Super-Resolution0
DDistill-SR: Reparameterized Dynamic Distillation Network for Lightweight Image Super-ResolutionCode1
A Comprehensive End-to-End Computer Vision Framework for Restoration and Recognition of Low-Quality Engineering DrawingsCode0
HD-Painter: High-Resolution and Prompt-Faithful Text-Guided Image Inpainting with Diffusion ModelsCode2
Super-resolution of THz time-domain images based on low-rank representation0
EPNet: An Efficient Pyramid Network for Enhanced Single-Image Super-Resolution with Reduced Computational Requirements0
ECAMP: Entity-centered Context-aware Medical Vision Language Pre-trainingCode1
How Good Are Deep Generative Models for Solving Inverse Problems?0
Learning Exhaustive Correlation for Spectral Super-Resolution: Where Spatial-Spectral Attention Meets Linear Dependence0
Joint Range-Velocity-Azimuth Estimation for OFDM-Based Integrated Sensing and Communication0
A 3D super-resolution of wind fields via physics-informed pixel-wise self-attention generative adversarial network0
ZS-SRT: An Efficient Zero-Shot Super-Resolution Training Method for Neural Radiance Fields0
SPIRE: Semantic Prompt-Driven Image Restoration0
Scale-Equivariant Imaging: Self-Supervised Learning for Image Super-Resolution and DeblurringCode1
Image Restoration Through Generalized Ornstein-Uhlenbeck BridgeCode1
FastSR-NeRF: Improving NeRF Efficiency on Consumer Devices with A Simple Super-Resolution Pipeline0
TMP: Temporal Motion Propagation for Online Video Super-ResolutionCode1
Guided Image Restoration via Simultaneous Feature and Image Guided Fusion0
CartoMark: a benchmark dataset for map pattern recognition and 1 map content retrieval with machine intelligence0
Diffusion-based Blind Text Image Super-ResolutionCode1
EventAid: Benchmarking Event-aided Image/Video Enhancement Algorithms with Real-captured Hybrid Dataset0
Semantic Lens: Instance-Centric Semantic Alignment for Video Super-ResolutionCode1
CoIE: Chain-of-Instruct Editing for Multi-Attribute Face Manipulation0
Toward Real World Stereo Image Super-Resolution via Hybrid Degradation Model and Discriminator for Implied Stereo Image InformationCode0
Video Dynamics Prior: An Internal Learning Approach for Robust Video Enhancements0
Hyper-Restormer: A General Hyperspectral Image Restoration Transformer for Remote Sensing Imaging0
Super-Resolution on Rotationally Scanned Photoacoustic Microscopy Images Incorporating Scanning PriorCode0
TULIP: Transformer for Upsampling of LiDAR Point CloudsCode1
Upscale-A-Video: Temporal-Consistent Diffusion Model for Real-World Video Super-ResolutionCode3
Precipitation Downscaling with Spatiotemporal Video Diffusion0
Photorealistic Video Generation with Diffusion Models0
Hundred-Kilobyte Lookup Tables for Efficient Single-Image Super-ResolutionCode0
SGNet: Structure Guided Network via Gradient-Frequency Awareness for Depth Map Super-ResolutionCode1
Transformer-based Selective Super-Resolution for Efficient Image RefinementCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified