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 551–600 of 3874 papers

TitleStatusHype
GRFormer: Grouped Residual Self-Attention for Lightweight Single Image Super-ResolutionCode1
DDistill-SR: Reparameterized Dynamic Distillation Network for Lightweight Image Super-ResolutionCode1
GSR4B: Biomass Map Super-Resolution with Sentinel-1/2 GuidanceCode1
Global Learnable Attention for Single Image Super-ResolutionCode1
Advancing High-Resolution Video-Language Representation with Large-Scale Video TranscriptionsCode1
Deep Diversity-Enhanced Feature Representation of Hyperspectral ImagesCode1
Gradient Step Denoiser for convergent Plug-and-PlayCode1
GSR-Net: Graph Super-Resolution Network for Predicting High-Resolution from Low-Resolution Functional Brain ConnectomesCode1
High-Order Residual Network for Light Field Super-ResolutionCode1
Human Guided Ground-truth Generation for Realistic Image Super-resolutionCode1
Generative Adversarial NetworksCode1
D2C-SR: A Divergence to Convergence Approach for Real-World Image Super-ResolutionCode1
Generative Adversarial Super-Resolution at the Edge with Knowledge DistillationCode1
CutMIB: Boosting Light Field Super-Resolution via Multi-View Image BlendingCode1
CuNeRF: Cube-Based Neural Radiance Field for Zero-Shot Medical Image Arbitrary-Scale Super ResolutionCode1
Generating Images with Sparse RepresentationsCode1
CTSpine1K: A Large-Scale Dataset for Spinal Vertebrae Segmentation in Computed TomographyCode1
Hard-Constrained Deep Learning for Climate DownscalingCode1
Cross-View Hierarchy Network for Stereo Image Super-ResolutionCode1
Catch-A-Waveform: Learning to Generate Audio from a Single Short ExampleCode1
CVAE-GAN: Fine-Grained Image Generation through Asymmetric TrainingCode1
CSAKD: Knowledge Distillation with Cross Self-Attention for Hyperspectral and Multispectral Image FusionCode1
Cross-Scope Spatial-Spectral Information Aggregation for Hyperspectral Image Super-ResolutionCode1
Cylin-Painting: Seamless 360 Panoramic Image Outpainting and BeyondCode1
Cross-sensor super-resolution of irregularly sampled Sentinel-2 time seriesCode1
DA-MUSIC: Data-Driven DoA Estimation via Deep Augmented MUSIC AlgorithmCode1
DaLPSR: Leverage Degradation-Aligned Language Prompt for Real-World Image Super-ResolutionCode1
Global field reconstruction from sparse sensors with Voronoi tessellation-assisted deep learningCode1
3D Human Shape and Pose from a Single Low-Resolution Image with Self-Supervised LearningCode1
DDet: Dual-path Dynamic Enhancement Network for Real-World Image Super-ResolutionCode1
DeblurSR: Event-Based Motion Deblurring Under the Spiking RepresentationCode1
Gradient Variance Loss for Structure-Enhanced Image Super-ResolutionCode1
Cascaded Temporal Updating Network for Efficient Video Super-ResolutionCode1
Decomposition-Based Variational Network for Multi-Contrast MRI Super-Resolution and ReconstructionCode1
CHIMLE: Conditional Hierarchical IMLE for Multimodal Conditional Image SynthesisCode1
CiaoSR: Continuous Implicit Attention-in-Attention Network for Arbitrary-Scale Image Super-ResolutionCode1
Simultaneous Image-to-Zero and Zero-to-Noise: Diffusion Models with Analytical Image AttenuationCode1
Deep Arbitrary-Scale Image Super-Resolution via Scale-Equivariance PursuitCode1
Deep Adaptive Inference Networks for Single Image Super-ResolutionCode1
DeeDSR: Towards Real-World Image Super-Resolution via Degradation-Aware Stable DiffusionCode1
HAZE-Net: High-Frequency Attentive Super-Resolved Gaze Estimation in Low-Resolution Face ImagesCode1
Cross-Scale Internal Graph Neural Network for Image Super-ResolutionCode1
Cascaded Local Implicit Transformer for Arbitrary-Scale Super-ResolutionCode1
ClassSR: A General Framework to Accelerate Super-Resolution Networks by Data CharacteristicCode1
3D Human Pose, Shape and Texture from Low-Resolution Images and VideosCode1
ControlSR: Taming Diffusion Models for Consistent Real-World Image Super ResolutionCode1
Deep Blind Super-Resolution for Satellite VideoCode1
Deep Blind Video Super-resolutionCode1
CTCNet: A CNN-Transformer Cooperation Network for Face Image Super-ResolutionCode1
GenerateCT: Text-Conditional Generation of 3D Chest CT VolumesCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41—Unverified