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 501550 of 3874 papers

TitleStatusHype
REHRSeg: Unleashing the Power of Self-Supervised Super-Resolution for Resource-Efficient 3D MRI SegmentationCode0
Conditioning 3D Diffusion Models with 2D Images: Towards Standardized OCT Volumes through En Face-Informed Super-Resolution0
HASN: Hybrid Attention Separable Network for Efficient Image Super-resolutionCode0
Super Resolution Based on Deep Operator Networks0
Quality Prediction of AI Generated Images and Videos: Emerging Trends and Opportunities0
Co-learning Single-Step Diffusion Upsampler and Downsampler with Two Discriminators and Distillation0
MaskBlur: Spatial and Angular Data Augmentation for Light Field Image Super-ResolutionCode0
HFH-Font: Few-shot Chinese Font Synthesis with Higher Quality, Faster Speed, and Higher ResolutionCode1
SeeClear: Semantic Distillation Enhances Pixel Condensation for Video Super-ResolutionCode1
Near-Field ISAC in 6G: Addressing Phase Nonlinearity via Lifted Super-Resolution0
Enhanced Super-Resolution Training via Mimicked Alignment for Real-World ScenesCode1
A Unified Model for Compressed Sensing MRI Across Undersampling Patterns0
Exploring Strengths and Weaknesses of Super-Resolution Attack in Deepfake Detection0
AIM 2024 Challenge on Video Super-Resolution Quality Assessment: Methods and Results0
TV-based Deep 3D Self Super-Resolution for fMRI0
Distillation-Free One-Step Diffusion for Real-World Image Super-ResolutionCode2
Learning Truncated Causal History Model for Video RestorationCode2
PnP-Flow: Plug-and-Play Image Restoration with Flow MatchingCode2
PixelShuffler: A Simple Image Translation Through Pixel RearrangementCode1
SuperGS: Super-Resolution 3D Gaussian Splatting Enhanced by Variational Residual Features and Uncertainty-Augmented LearningCode1
Stochastic Deep Restoration Priors for Imaging Inverse Problems0
SCINet: Spatial and Contrast Interactive Super-Resolution Assisted Infrared UAV Target DetectionCode0
Resolution Enhancement of Scanning Electron Micrographs using Artificial Intelligence0
Enhancing Sentinel-2 Image Resolution: Evaluating Advanced Techniques based on Convolutional and Generative Neural Networks0
Optimizing Drug Delivery in Smart Pharmacies: A Novel Framework of Multi-Stage Grasping Network Combined with Adaptive Robotics Mechanism0
Effective Diffusion Transformer Architecture for Image Super-ResolutionCode2
A Generalized Tensor Formulation for Hyperspectral Image Super-Resolution Under General Spatial Blurring0
Toward Efficient Deep Blind RAW Image Restoration0
LGFN: Lightweight Light Field Image Super-Resolution using Local Convolution Modulation and Global Attention Feature Extraction0
DiffSSC: Semantic LiDAR Scan Completion using Denoising Diffusion Probabilistic Models0
Taming Diffusion Prior for Image Super-Resolution with Domain Shift SDEsCode1
Unifying Dimensions: A Linear Adaptive Approach to Lightweight Image Super-ResolutionCode0
Study of Subjective and Objective Quality in Super-Resolution Enhanced Broadcast Images on a Novel SR-IQA Dataset0
AIM 2024 Challenge on Efficient Video Super-Resolution for AV1 Compressed Content0
Implicit Neural Representations for Simultaneous Reduction and Continuous Reconstruction of Multi-Altitude Climate DataCode0
Degradation-Guided One-Step Image Super-Resolution with Diffusion PriorsCode3
NTIRE 2024 Challenge on Stereo Image Super-Resolution: Methods and Results0
Diffusion Models to Enhance the Resolution of Microscopy Images: A Tutorial0
Denoising Graph Super-Resolution towards Improved Collider Event ReconstructionCode0
Compressed Depth Map Super-Resolution and Restoration: AIM 2024 Challenge Results0
Prior Knowledge Distillation Network for Face Super-Resolution0
One Model for Two Tasks: Cooperatively Recognizing and Recovering Low-Resolution Scene Text Images by Iterative Mutual Guidance0
Thinking in Granularity: Dynamic Quantization for Image Super-Resolution by Intriguing Multi-Granularity CluesCode0
BurstM: Deep Burst Multi-scale SR using Fourier Space with Optical FlowCode1
A Sinkhorn Regularized Adversarial Network for Image Guided DEM Super-resolution using Frequency Selective Hybrid Graph Transformer0
PlainUSR: Chasing Faster ConvNet for Efficient Super-ResolutionCode1
Super-Resolution via Learned Predictor0
Deep Learning based Optical Image Super-Resolution via Generative Diffusion Models for Layerwise in-situ LPBF Monitoring0
HSIGene: A Foundation Model For Hyperspectral Image GenerationCode2
Image inpainting for corrupted images by using the semi-super resolution GAN0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified