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 51–100 of 3874 papers

TitleStatusHype
PP-MSVSR: Multi-Stage Video Super-ResolutionCode3
SwinIR: Image Restoration Using Swin TransformerCode3
BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentCode3
BasicVSR: The Search for Essential Components in Video Super-Resolution and BeyondCode3
PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative ModelsCode3
ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksCode3
Recovering Realistic Texture in Image Super-resolution by Deep Spatial Feature TransformCode3
EAMamba: Efficient All-Around Vision State Space Model for Image RestorationCode2
DOVE: Efficient One-Step Diffusion Model for Real-World Video Super-ResolutionCode2
VisualQuality-R1: Reasoning-Induced Image Quality Assessment via Reinforcement Learning to RankCode2
NTIRE 2025 Challenge on Image Super-Resolution (4): Methods and ResultsCode2
Distillation-Supervised Convolutional Low-Rank Adaptation for Efficient Image Super-ResolutionCode2
ILLUME+: Illuminating Unified MLLM with Dual Visual Tokenization and Diffusion RefinementCode2
Progressive Focused Transformer for Single Image Super-ResolutionCode2
Toward Generalized Image Quality Assessment: Relaxing the Perfect Reference Quality AssumptionCode2
Perceive, Understand and Restore: Real-World Image Super-Resolution with Autoregressive Multimodal Generative ModelsCode2
Emulating Self-attention with Convolution for Efficient Image Super-ResolutionCode2
AutoLUT: LUT-Based Image Super-Resolution with Automatic Sampling and Adaptive Residual LearningCode2
DifIISR: A Diffusion Model with Gradient Guidance for Infrared Image Super-ResolutionCode2
Geodesic Diffusion Models for Medical Image-to-Image GenerationCode2
Visual Autoregressive Modeling for Image Super-ResolutionCode2
Efficient Attention-Sharing Information Distillation Transformer for Lightweight Single Image Super-ResolutionCode2
Generalized and Efficient 2D Gaussian Splatting for Arbitrary-scale Super-ResolutionCode2
FLowHigh: Towards Efficient and High-Quality Audio Super-Resolution with Single-Step Flow MatchingCode2
MaIR: A Locality- and Continuity-Preserving Mamba for Image RestorationCode2
Auto-Encoded Supervision for Perceptual Image Super-ResolutionCode2
PassionSR: Post-Training Quantization with Adaptive Scale in One-Step Diffusion based Image Super-ResolutionCode2
Contourlet Refinement Gate Framework for Thermal Spectrum Distribution Regularized Infrared Image Super-ResolutionCode2
AEROMamba: An efficient architecture for audio super-resolution using generative adversarial networks and state space modelsCode2
EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture ModelsCode2
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
Effective Diffusion Transformer Architecture for Image Super-ResolutionCode2
HSIGene: A Foundation Model For Hyperspectral Image GenerationCode2
WaveMixSR-V2: Enhancing Super-resolution with Higher EfficiencyCode2
Efficient and Scalable Point Cloud Generation with Sparse Point-Voxel Diffusion ModelsCode2
SSL: A Self-similarity Loss for Improving Generative Image Super-resolutionCode2
Efficient Face Super-Resolution via Wavelet-based Feature Enhancement NetworkCode2
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse ProblemsCode2
RealViformer: Investigating Attention for Real-World Video Super-ResolutionCode2
Restore-RWKV: Efficient and Effective Medical Image Restoration with RWKVCode2
Arbitrary-Scale Video Super-Resolution with Structural and Textural PriorsCode2
AnySR: Realizing Image Super-Resolution as Any-Scale, Any-ResourceCode2
DiffIR2VR-Zero: Zero-Shot Video Restoration with Diffusion-based Image Restoration ModelsCode2
Binarized Diffusion Model for Image Super-ResolutionCode2
All-In-One Medical Image Restoration via Task-Adaptive RoutingCode2
Flow Priors for Linear Inverse Problems via Iterative Corrupted Trajectory MatchingCode2
Spectral-Refiner: Accurate Fine-Tuning of Spatiotemporal Fourier Neural Operator for Turbulent FlowsCode2
Fast-DDPM: Fast Denoising Diffusion Probabilistic Models for Medical Image-to-Image GenerationCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41—Unverified