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 651–675 of 3874 papers

TitleStatusHype
Conditional Hyper-Network for Blind Super-Resolution with Multiple DegradationsCode1
Diffusion Prior Interpolation for Flexibility Real-World Face Super-ResolutionCode1
Angular Super-Resolution in Diffusion MRI with a 3D Recurrent Convolutional AutoencoderCode1
Conditional Simulation Using Diffusion Schrödinger BridgesCode1
Conditional Variational Diffusion ModelsCode1
Discrete Cosine Transform Network for Guided Depth Map Super-ResolutionCode1
How Can We Make GAN Perform Better in Single Medical Image Super-Resolution? A Lesion Focused Multi-Scale ApproachCode1
KD-MRI: A knowledge distillation framework for image reconstruction and image restoration in MRI workflowCode1
Conffusion: Confidence Intervals for Diffusion ModelsCode1
A Feature Reuse Framework with Texture-adaptive Aggregation for Reference-based Super-ResolutionCode1
HRTF upsampling with a generative adversarial network using a gnomonic equiangular projectionCode1
High-throughput molecular imaging via deep learning enabled Raman spectroscopyCode1
Distribution-Flexible Subset Quantization for Post-Quantizing Super-Resolution NetworksCode1
DDet: Dual-path Dynamic Enhancement Network for Real-World Image Super-ResolutionCode1
DL4DS -- Deep Learning for empirical DownScalingCode1
Consistent Direct Time-of-Flight Video Depth Super-ResolutionCode1
Decoupled Data Consistency with Diffusion Purification for Image RestorationCode1
Does Diffusion Beat GAN in Image Super Resolution?Code1
Large Kernel Distillation Network for Efficient Single Image Super-ResolutionCode1
DDistill-SR: Reparameterized Dynamic Distillation Network for Lightweight Image Super-ResolutionCode1
DSR: Towards Drone Image Super-ResolutionCode1
Dual Arbitrary Scale Super-Resolution for Multi-Contrast MRICode1
Holopix50k: A Large-Scale In-the-wild Stereo Image DatasetCode1
Dual Adversarial Adaptation for Cross-Device Real-World Image Super-ResolutionCode1
DaLPSR: Leverage Degradation-Aligned Language Prompt for Real-World Image Super-ResolutionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41—Unverified