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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 351–400 of 3874 papers

TitleStatusHype
EDVR: Video Restoration with Enhanced Deformable Convolutional NetworksCode1
Component Divide-and-Conquer for Real-World Image Super-ResolutionCode1
Convolutional Neural Network Modelling for MODIS Land Surface Temperature Super-ResolutionCode1
Convolutional Neural Networks with Intermediate Loss for 3D Super-Resolution of CT and MRI ScansCode1
CoReFusion: Contrastive Regularized Fusion for Guided Thermal Super-ResolutionCode1
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection StrategyCode1
Edge-enhanced Feature Distillation Network for Efficient Super-ResolutionCode1
Context-self contrastive pretraining for crop type semantic segmentationCode1
4DFlowNet: Super-Resolution 4D Flow MRI using Deep Learning and Computational Fluid DynamicsCode1
Crack Segmentation for Low-Resolution Images using Joint Learning with Super-ResolutionCode1
Compiler-Aware Neural Architecture Search for On-Mobile Real-time Super-ResolutionCode1
Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral Super-ResolutionCode1
Across Scales & Across Dimensions: Temporal Super-Resolution using Deep Internal LearningCode1
Cross-receptive Focused Inference Network for Lightweight Image Super-ResolutionCode1
Cross-Resolution Flow Propagation for Foveated Video Super-ResolutionCode1
Cross-Scale Internal Graph Neural Network for Image Super-ResolutionCode1
Edge and Identity Preserving Network for Face Super-ResolutionCode1
edge-SR: Super-Resolution For The MassesCode1
Asymmetric CNN for image super-resolutionCode1
CTCNet: A CNN-Transformer Cooperation Network for Face Image Super-ResolutionCode1
EFENet: Reference-based Video Super-Resolution with Enhanced Flow EstimationCode1
Adaptive Convolutional Neural Network for Image Super-resolutionCode1
A heterogeneous group CNN for image super-resolutionCode1
A Text Attention Network for Spatial Deformation Robust Scene Text Image Super-resolutionCode1
Activating Wider Areas in Image Super-ResolutionCode1
CutMIB: Boosting Light Field Super-Resolution via Multi-View Image BlendingCode1
Cylin-Painting: Seamless 360 Panoramic Image Outpainting and BeyondCode1
Efficient Deep Models for Real-Time 4K Image Super-Resolution. NTIRE 2023 Benchmark and ReportCode1
A Tree-guided CNN for image super-resolutionCode1
Attaining Real-Time Super-Resolution for Microscopic Images Using GANCode1
DAQ: Channel-Wise Distribution-Aware Quantization for Deep Image Super-Resolution NetworksCode1
DaLPSR: Leverage Degradation-Aligned Language Prompt for Real-World Image Super-ResolutionCode1
Dynamic Implicit Image Function for Efficient Arbitrary-Scale Image RepresentationCode1
Attention Beats Linear for Fast Implicit Neural Representation GenerationCode1
DDet: Dual-path Dynamic Enhancement Network for Real-World Image Super-ResolutionCode1
Attention in Attention Network for Image Super-ResolutionCode1
A Benchmark for Chinese-English Scene Text Image Super-resolutionCode1
Attentive Fine-Grained Structured Sparsity for Image RestorationCode1
DeblurSR: Event-Based Motion Deblurring Under the Spiking RepresentationCode1
A Two-Stage Attentive Network for Single Image Super-ResolutionCode1
ARM: Any-Time Super-Resolution MethodCode1
DynaVSR: Dynamic Adaptive Blind Video Super-ResolutionCode1
Simultaneous Image-to-Zero and Zero-to-Noise: Diffusion Models with Analytical Image AttenuationCode1
Decoupled Data Consistency with Diffusion Purification for Image RestorationCode1
Augmented Convolutional LSTMs for Generation of High-Resolution Climate Change ProjectionsCode1
AdaPool: Exponential Adaptive Pooling for Information-Retaining DownsamplingCode1
Deep Adaptive Inference Networks for Single Image Super-ResolutionCode1
DeeDSR: Towards Real-World Image Super-Resolution via Degradation-Aware Stable DiffusionCode1
Collaborative Feedback Discriminative Propagation for Video Super-ResolutionCode1
Collapsible Linear Blocks for Super-Efficient Super ResolutionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41—Unverified