Reference-based Super-Resolution
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Benchmarks
CUFED5 - 4x upscaling
Most implemented
Self-Supervised Learning for Real-World Super-Resolution from Dual and Multiple Zoomed Observations
Self-Supervised Learning for Real-World Super-Resolution from Dual Zoomed Observations
Dual-Camera Super-Resolution with Aligned Attention Modules
Image Super-Resolution by Neural Texture Transfer
HiTSR: A Hierarchical Transformer for Reference-based Super-Resolution
Papers
GarmentZoom: Generating Zoomable Images from Garment Listings
Online product listings for garments often include an overview photo and a close-up to show garment details. However, each photo focuses on either field of view or garment detail, forcing users to alternate between views…
Reference-based Super-ResolutionLearning to Balance: Decoupled Siamese Diffusion Transformer for Reference-Based Remote Sensing Image Super-Resolution
Diffusion-based methods demonstrate significant potential for remote sensing image super-resolution at large scaling factors, particularly in reference-based super-resolution (RefSR), where high-resolution reference imag…
Reference-based Super-ResolutionImage Super-ResolutionTrust but Verify: Adaptive Conditioning for Reference-Based Diffusion Super-Resolution via Implicit Reference Correlation Modeling
Recent works have explored reference-based super-resolution (RefSR) to mitigate hallucinations in diffusion-based image restoration. A key challenge is that real-world degradations make correspondences between low-qualit…
Reference-based Super-ResolutionImage RestorationRefSR-Adv: Adversarial Attack on Reference-based Image Super-Resolution Models
Single Image Super-Resolution (SISR) aims to recover high-resolution images from low-resolution inputs. Unlike SISR, Reference-based Super-Resolution (RefSR) leverages an additional high-resolution reference image to fac…
Reference-based Super-ResolutionImage Super-ResolutionAdversarial AttackSegmentation-Aware Latent Diffusion for Satellite Image Super-Resolution: Enabling Smallholder Farm Boundary Delineation
Delineating farm boundaries through segmentation of satellite images is a fundamental step in many agricultural applications. The task is particularly challenging for smallholder farms, where accurate delineation require…
Reference-based Super-ResolutionImage Super-ResolutionSemantic SegmentationHiTSR: A Hierarchical Transformer for Reference-based Super-Resolution
In this paper, we propose HiTSR, a hierarchical transformer model for reference-based image super-resolution, which enhances low-resolution input images by learning matching correspondences from high-resolution reference…
Image Super-ResolutionKnowledge DistillationReference-based Super-ResolutionSSIM+1