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
An Arbitrary Scale Super-Resolution Approach for 3D MR Images via Implicit Neural RepresentationCode1
Learning to Reconstruct Accelerated MRI Through K-space Cold Diffusion without NoiseCode1
DARTS: Double Attention Reference-based Transformer for Super-resolutionCode1
DaLPSR: Leverage Degradation-Aligned Language Prompt for Real-World Image Super-ResolutionCode1
Enhancing License Plate Super-Resolution: A Layout-Aware and Character-Driven ApproachCode1
LAPAR: Linearly-Assembled Pixel-Adaptive Regression Network for Single Image Super-Resolution and BeyondCode1
Anchor-based Plain Net for Mobile Image Super-ResolutionCode1
Enhancing Perceptual Quality in Video Super-Resolution through Temporally-Consistent Detail Synthesis using Diffusion ModelsCode1
Boosting Single Image Super-Resolution via Partial Channel ShiftingCode1
Boosting Video Super Resolution with Patch-Based Temporal Redundancy OptimizationCode1
DDistill-SR: Reparameterized Dynamic Distillation Network for Lightweight Image Super-ResolutionCode1
From Coarse to Fine: Hierarchical Pixel Integration for Lightweight Image Super-ResolutionCode1
Gated Multi-Resolution Transfer Network for Burst Restoration and EnhancementCode1
CVAE-GAN: Fine-Grained Image Generation through Asymmetric TrainingCode1
CutMIB: Boosting Light Field Super-Resolution via Multi-View Image BlendingCode1
Cylin-Painting: Seamless 360 Panoramic Image Outpainting and BeyondCode1
A Practical Contrastive Learning Framework for Single-Image Super-ResolutionCode1
Manifold Matching via Deep Metric Learning for Generative ModelingCode1
D2C-SR: A Divergence to Convergence Approach for Real-World Image Super-ResolutionCode1
Frequency Estimation Using Complex-Valued Shifted Window TransformerCode1
CTCNet: A CNN-Transformer Cooperation Network for Face Image Super-ResolutionCode1
Adversarial Magnification to Deceive Deepfake Detection through Super ResolutionCode1
CTSpine1K: A Large-Scale Dataset for Spinal Vertebrae Segmentation in Computed TomographyCode1
Cross-View Hierarchy Network for Stereo Image Super-ResolutionCode1
3D Registration of pre-surgical prostate MRI and histopathology images via super-resolution volume reconstructionCode1
CSAKD: Knowledge Distillation with Cross Self-Attention for Hyperspectral and Multispectral Image FusionCode1
CuNeRF: Cube-Based Neural Radiance Field for Zero-Shot Medical Image Arbitrary-Scale Super ResolutionCode1
A Systematic Survey of Deep Learning-based Single-Image Super-ResolutionCode1
GCRDN: Global Context-Driven Residual Dense Network for Remote Sensing Image SuperresolutionCode1
Cross-Resolution Flow Propagation for Foveated Video Super-ResolutionCode1
A Physics-Informed Meta-Learning Framework for the Continuous Solution of Parametric PDEs on Arbitrary GeometriesCode1
Cross-receptive Focused Inference Network for Lightweight Image Super-ResolutionCode1
Cross-Scale Internal Graph Neural Network for Image Super-ResolutionCode1
Fourier Series Expansion Based Filter Parametrization for Equivariant ConvolutionsCode1
Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral Super-ResolutionCode1
Cross-Scope Spatial-Spectral Information Aggregation for Hyperspectral Image Super-ResolutionCode1
Forecasting Tropical Cyclones with Cascaded Diffusion ModelsCode1
Crack Segmentation for Low-Resolution Images using Joint Learning with Super-ResolutionCode1
Antenna Failure Resilience: Deep Learning-Enabled Robust DOA Estimation with Single Snapshot Sparse ArraysCode1
Creating High Resolution Images with a Latent Adversarial GeneratorCode1
Finding Discriminative Filters for Specific Degradations in Blind Super-ResolutionCode1
Flexible Style Image Super-Resolution using Conditional ObjectiveCode1
CoReFusion: Contrastive Regularized Fusion for Guided Thermal Super-ResolutionCode1
3D Human Shape and Pose from a Single Low-Resolution Image with Self-Supervised LearningCode1
FedVSR: Towards Model-Agnostic Federated Learning in Video Super-ResolutionCode1
Convolutional Neural Networks with Intermediate Loss for 3D Super-Resolution of CT and MRI ScansCode1
Advancing High-Resolution Video-Language Representation with Large-Scale Video TranscriptionsCode1
Cross-sensor super-resolution of irregularly sampled Sentinel-2 time seriesCode1
Feedback Network for Mutually Boosted Stereo Image Super-Resolution and Disparity EstimationCode1
Flow-based Kernel Prior with Application to Blind Super-ResolutionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified