Cover Image

Low-Res Leads the Way: Improving Generalization for Super-Resolution by Self-Supervised Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chen, Haoyu, Li, Wenbo, Gu, Jinjin, Ren, Jingjing, Sun, Haoze, Zou, Xueyi, Zhang, Zhensong, Yan, Youliang, Zhu, Lei
Format:	Preprint
Published:	2024
Subjects:	Image and Video Processing Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

High-Resolution Be Aware! Improving the Self-Supervised Real-World Super-Resolution
by: Zhang, Yuehan, et al.
Published: (2024)

Unsupervised Hyperspectral Image Super-Resolution via Self-Supervised Modality Decoupling
by: Du, Songcheng, et al.
Published: (2024)

Towards Realistic Data Generation for Real-World Super-Resolution
by: Peng, Long, et al.
Published: (2024)

Exploiting Self-Supervised Constraints in Image Super-Resolution
by: Wu, Gang, et al.
Published: (2024)

Neuromorphic Imaging with Super-Resolution
by: Zhang, Pei, et al.
Published: (2024)

Morphological Reconstruction Improves Microvessel Mapping in Super-Resolution Ultrasound
by: Schoen Jr, Scott, et al.
Published: (2020)

Learning Exhaustive Correlation for Spectral Super-Resolution: Where Spatial-Spectral Attention Meets Linear Dependence
by: Wang, Hongyuan, et al.
Published: (2023)

Unveiling Hidden Details: A RAW Data-Enhanced Paradigm for Real-World Super-Resolution
by: Peng, Long, et al.
Published: (2024)

SupResDiffGAN a new approach for the Super-Resolution task
by: Kopeć, Dawid, et al.
Published: (2025)

Scale-Equivariant Imaging: Self-Supervised Learning for Image Super-Resolution and Deblurring
by: Scanvic, Jérémy, et al.
Published: (2023)

Multi-Resolution Data Fusion for Super Resolution Imaging
by: Reid, Emma J, et al.
Published: (2021)

PlainUSR: Chasing Faster ConvNet for Efficient Super-Resolution
by: Wang, Yan, et al.
Published: (2024)

ResSR: A Computationally Efficient Residual Approach to Super-Resolving Multispectral Images
by: Duba-Sullivan, Haley, et al.
Published: (2024)

Iterative Collaboration Network Guided By Reconstruction Prior for Medical Image Super-Resolution
by: Kui, Xiaoyan, et al.
Published: (2025)

Self-STORM: Deep Unrolled Self-Supervised Learning for Super-Resolution Microscopy
by: Sahel, Yair Ben, et al.
Published: (2024)

Waving Goodbye to Low-Res: A Diffusion-Wavelet Approach for Image Super-Resolution
by: Moser, Brian, et al.
Published: (2023)

Spatial-Angular Representation Learning for High-Fidelity Continuous Super-Resolution in Diffusion MRI
by: Wu, Ruoyou, et al.
Published: (2025)

Auto-Encoded Supervision for Perceptual Image Super-Resolution
by: Lee, MinKyu, et al.
Published: (2024)

Improving the Stability and Efficiency of Diffusion Models for Content Consistent Super-Resolution
by: Sun, Lingchen, et al.
Published: (2023)

Super-Resolution of Sentinel-2 Images Using a Geometry-Guided Back-Projection Network with Self-Attention
by: Pereira-Sánchez, Ivan, et al.
Published: (2025)

BadRefSR: Backdoor Attacks Against Reference-based Image Super Resolution
by: Yang, Xue, et al.
Published: (2025)

SpectraLift: Physics-Guided Spectral-Inversion Network for Self-Supervised Hyperspectral Image Super-Resolution
by: Shah, Ritik, et al.
Published: (2025)

Hyperspectral Spatial Super-Resolution using Keystone Error
by: Garg, Ankur, et al.
Published: (2024)

Deep Unfolding Real-Time Super-Resolution Using Subpixel-Shift Twin Image and Convex Self-Similarity Prior
by: Lin, Chia-Hsiang, et al.
Published: (2026)

CSR-dMRI: Continuous Super-Resolution of Diffusion MRI with Anatomical Structure-assisted Implicit Neural Representation Learning
by: Wu, Ruoyou, et al.
Published: (2024)

Depth Separable architecture for Sentinel-5P Super-Resolution
by: Ali, Hyam Omar, et al.
Published: (2025)

CompSRT: Quantization and Pruning for Image Super Resolution Transformers
by: Zeinali, Dorsa, et al.
Published: (2026)

Perceptual-Distortion Balanced Image Super-Resolution is a Multi-Objective Optimization Problem
by: Zhu, Qiwen, et al.
Published: (2024)

Adversarial Deep-Unfolding Network for MA-XRF Super-Resolution on Old Master Paintings Using Minimal Training Data
by: Verinaz-Jadan, Herman, et al.
Published: (2024)

GenMFSR: Generative Multi-Frame Image Restoration and Super-Resolution
by: Weligampola, Harshana, et al.
Published: (2026)

Light Field Super-Resolution: A Critical Review on Challenges and Opportunities
by: Sharma, Sumit
Published: (2025)

Learning Correction Errors via Frequency-Self Attention for Blind Image Super-Resolution
by: Sun, Haochen, et al.
Published: (2024)

Self-Learned Kernel Low Rank Approach TO Accelerated High Resolution 3D Diffusion MRI
by: Baul, Abhijit, et al.
Published: (2021)

Self-Supervised Elimination of Non-Independent Noise in Hyperspectral Imaging
by: Ding, Guangrui, et al.
Published: (2024)

360-Degree Video Super Resolution and Quality Enhancement Challenge: Methods and Results
by: Telili, Ahmed, et al.
Published: (2024)

A Dynamic Kernel Prior Model for Unsupervised Blind Image Super-Resolution
by: Yang, Zhixiong, et al.
Published: (2024)

Arbitrary Scale Super-Resolution Assisted Lunar Crater Detection in Satellite Images
by: Tewari, Atal, et al.
Published: (2024)

Theoretical Model of Microparticle-Assisted Super-Resolution Microscopy
by: Bekirov, A. R., et al.
Published: (2025)

Simultaneous Super-Resolution of Spatial and Spectral Imaging with a Camera Array and Notch Filters
by: Lin, Peng, et al.
Published: (2025)

Uncertainty-guided Perturbation for Image Super-Resolution Diffusion Model
by: Zhang, Leheng, et al.
Published: (2025)