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 751–800 of 3874 papers

TitleStatusHype
Fast Samplers for Inverse Problems in Iterative Refinement ModelsCode0
Does Diffusion Beat GAN in Image Super Resolution?Code1
Spectral-Refiner: Accurate Fine-Tuning of Spatiotemporal Fourier Neural Operator for Turbulent FlowsCode2
PatchScaler: An Efficient Patch-Independent Diffusion Model for Image Super-ResolutionCode1
Greedy Growing Enables High-Resolution Pixel-Based Diffusion Models—0
Looks Too Good To Be True: An Information-Theoretic Analysis of Hallucinations in Generative Restoration Models—0
BOLD: Boolean Logic Deep Learning—0
Stochastic super-resolution for Gaussian microtextures—0
Blaze3DM: Marry Triplane Representation with Diffusion for 3D Medical Inverse Problem Solving—0
Universal Robustness via Median Randomized Smoothing for Real-World Super-Resolution—0
PaGoDA: Progressive Growing of a One-Step Generator from a Low-Resolution Diffusion TeacherCode1
Fast-DDPM: Fast Denoising Diffusion Probabilistic Models for Medical Image-to-Image GenerationCode2
HR-INR: Continuous Space-Time Video Super-Resolution via Event CameraCode0
Perceptual Fairness in Image Restoration—0
Hierarchical Neural Operator Transformer with Learnable Frequency-aware Loss Prior for Arbitrary-scale Super-resolution—0
HR Human: Modeling Human Avatars with Triangular Mesh and High-Resolution Textures from Videos—0
CoReGAN: Contrastive Regularized Generative Adversarial Network for Guided Depth Map Super Resolution—0
AdaWaveNet: Adaptive Wavelet Network for Time Series Analysis—0
Infrared Image Super-Resolution via Lightweight Information Split Network—0
RGB Guided ToF Imaging System: A Survey of Deep Learning-based Methods—0
Bilateral Event Mining and Complementary for Event Stream Super-ResolutionCode1
IRSRMamba: Infrared Image Super-Resolution via Mamba-based Wavelet Transform Feature Modulation ModelCode2
Frequency-Domain Refinement with Multiscale Diffusion for Super Resolution—0
Large coordinate kernel attention network for lightweight image super-resolution—0
Perception- and Fidelity-aware Reduced-Reference Super-Resolution Image Quality Assessment—0
NAFRSSR: a Lightweight Recursive Network for Efficient Stereo Image Super-ResolutionCode0
Exploring the Low-Pass Filtering Behavior in Image Super-ResolutionCode1
CDFormer:When Degradation Prediction Embraces Diffusion Model for Blind Image Super-ResolutionCode2
Super-Resolving Blurry Images with Events—0
Incorporating Degradation Estimation in Light Field Spatial Super-Resolution—0
Semantic Guided Large Scale Factor Remote Sensing Image Super-resolution with Generative Diffusion PriorCode1
Efficient Real-world Image Super-Resolution Via Adaptive Directional Gradient ConvolutionCode1
Machine learning for reconstruction of polarity inversion lines from solar filamentsCode0
Multimodal Super-Resolution: Discovering hidden physics and its application to fusion plasmas—0
Multi-Level Feature Fusion Network for Lightweight Stereo Image Super-ResolutionCode0
Teacher-Student Network for Real-World Face Super-Resolution with Progressive Embedding of Edge Information—0
Frequency-Assisted Mamba for Remote Sensing Image Super-ResolutionCode2
An Advanced Features Extraction Module for Remote Sensing Image Super-Resolution—0
Inf-DiT: Upsampling Any-Resolution Image with Memory-Efficient Diffusion TransformerCode3
All-in-One Deep Learning Framework for MR Image Reconstruction—0
Antenna Failure Resilience: Deep Learning-Enabled Robust DOA Estimation with Single Snapshot Sparse ArraysCode1
DVMSR: Distillated Vision Mamba for Efficient Super-ResolutionCode2
I^3Net: Inter-Intra-slice Interpolation Network for Medical Slice SynthesisCode0
Self-Supervised Learning for Real-World Super-Resolution from Dual and Multiple Zoomed ObservationsCode2
Single Image Super-Resolution Based on Global-Local Information Synergy—0
TRAMBA: A Hybrid Transformer and Mamba Architecture for Practical Audio and Bone Conduction Speech Super Resolution and Enhancement on Mobile and Wearable Platforms—0
Reference-Free Image Quality Metric for Degradation and Reconstruction Artifacts—0
Detail-Enhancing Framework for Reference-Based Image Super-Resolution—0
Towards Real-world Video Face Restoration: A New Benchmark—0
Swin2-MoSE: A New Single Image Super-Resolution Model for Remote SensingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41—Unverified