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 651700 of 3874 papers

TitleStatusHype
Cascaded Temporal Updating Network for Efficient Video Super-ResolutionCode1
Cascaded Local Implicit Transformer for Arbitrary-Scale Super-ResolutionCode1
A residual dense vision transformer for medical image super-resolution with segmentation-based perceptual loss fine-tuningCode1
Conditional Simulation Using Diffusion Schrödinger BridgesCode1
3D Human Pose, Shape and Texture from Low-Resolution Images and VideosCode1
Hard-Constrained Deep Learning for Climate DownscalingCode1
Dual-Camera Super-Resolution with Aligned Attention ModulesCode1
Edge and Identity Preserving Network for Face Super-ResolutionCode1
Conffusion: Confidence Intervals for Diffusion ModelsCode1
A Feature Reuse Framework with Texture-adaptive Aggregation for Reference-based Super-ResolutionCode1
Distillation-Driven Diffusion Model for Multi-Scale MRI Super-Resolution: Make 1.5T MRI Great AgainCode1
Global field reconstruction from sparse sensors with Voronoi tessellation-assisted deep learningCode1
Discrete Cosine Transform Network for Guided Depth Map Super-ResolutionCode1
Angular Super-Resolution in Diffusion MRI with a 3D Recurrent Convolutional AutoencoderCode1
GSR4B: Biomass Map Super-Resolution with Sentinel-1/2 GuidanceCode1
Consistent Direct Time-of-Flight Video Depth Super-ResolutionCode1
ARM: Any-Time Super-Resolution MethodCode1
CuNeRF: Cube-Based Neural Radiance Field for Zero-Shot Medical Image Arbitrary-Scale Super ResolutionCode1
DiSR-NeRF: Diffusion-Guided View-Consistent Super-Resolution NeRFCode1
Hard Exudate Segmentation Supplemented by Super-Resolution with Multi-scale Attention Fusion ModuleCode1
Cylin-Painting: Seamless 360 Panoramic Image Outpainting and BeyondCode1
DARTS: Double Attention Reference-based Transformer for Super-resolutionCode1
Hierarchical Amortized Training for Memory-efficient High Resolution 3D GANCode1
Hierarchical Conditional Flow: A Unified Framework for Image Super-Resolution and Image RescalingCode1
Context-self contrastive pretraining for crop type semantic segmentationCode1
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection StrategyCode1
Distribution-Flexible Subset Quantization for Post-Quantizing Super-Resolution NetworksCode1
High-dimensional Dense Residual Convolutional Neural Network for Light Field ReconstructionCode1
DiMoSR: Feature Modulation via Multi-Branch Dilated Convolutions for Efficient Image Super-ResolutionCode1
Continuous Remote Sensing Image Super-Resolution based on Context Interaction in Implicit Function SpaceCode1
High-Resolution Image Editing via Multi-Stage Blended DiffusionCode1
DisC-Diff: Disentangled Conditional Diffusion Model for Multi-Contrast MRI Super-ResolutionCode1
Diffusion Prior Interpolation for Flexibility Real-World Face Super-ResolutionCode1
Holopix50k: A Large-Scale In-the-wild Stereo Image DatasetCode1
Discovering Distinctive "Semantics" in Super-Resolution NetworksCode1
HRTF upsampling with a generative adversarial network using a gnomonic equiangular projectionCode1
DAQ: Channel-Wise Distribution-Aware Quantization for Deep Image Super-Resolution NetworksCode1
Human Pose Estimation on Privacy-Preserving Low-Resolution Depth ImagesCode1
Hypernetworks build Implicit Neural Representations of SoundsCode1
Hyperspectral Image Super-resolution via Deep Progressive Zero-centric Residual LearningCode1
A Single Frame and Multi-Frame Joint Network for 360-degree Panorama Video 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
Hyperspectral Image Super Resolution with Real Unaligned RGB GuidanceCode1
DL4DS -- Deep Learning for empirical DownScalingCode1
CoReFusion: Contrastive Regularized Fusion for Guided Thermal Super-ResolutionCode1
DiffFuSR: Super-Resolution of all Sentinel-2 Multispectral Bands using Diffusion ModelsCode1
ICME 2025 Grand Challenge on Video Super-Resolution for Video ConferencingCode1
Diffusion-based Blind Text Image Super-ResolutionCode1
DHP: Differentiable Meta Pruning via HyperNetworksCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41Unverified