Cover Image

Deep Learning Empowered Super-Resolution: A Comprehensive Survey and Future Prospects

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Le, Li, Ao, Hou, Qibin, Zhu, Ce, Eldar, Yonina C.
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

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

Exploring Frequency-Inspired Optimization in Transformer for Efficient Single Image Super-Resolution
by: Li, Ao, et al.
Published: (2023)

Real-Time Model-Based Quantitative Ultrasound and Radar
by: Sharon, Tom, et al.
Published: (2024)

SRFormerV2: Taking a Closer Look at Permuted Self-Attention for Image Super-Resolution
by: Zhou, Yupeng, et al.
Published: (2023)

Deep unfolding Network for Hyperspectral Image Super-Resolution with Automatic Exposure Correction
by: Fang, Yuan, et al.
Published: (2024)

A Comprehensive Survey on Deep Learning-Based LiDAR Super-Resolution for Autonomous Driving
by: Goo, June Moh, et al.
Published: (2026)

ControlSR: Taming Diffusion Models for Consistent Real-World Image Super Resolution
by: Wan, Yuhao, et al.
Published: (2024)

MRI Super-Resolution with Deep Learning: A Comprehensive Survey
by: Khateri, Mohammad, et al.
Published: (2025)

Deep Internal Learning: Deep Learning from a Single Input
by: Tirer, Tom, et al.
Published: (2023)

Trust but Verify: Adaptive Conditioning for Reference-Based Diffusion Super-Resolution via Implicit Reference Correlation Modeling
by: Wang, Yuan, et al.
Published: (2026)

A Systematic Survey of Deep Learning-based Single-Image Super-Resolution
by: Li, Juncheng, et al.
Published: (2021)

A Comprehensive Survey on Underwater Image Enhancement Based on Deep Learning
by: Cong, Xiaofeng, et al.
Published: (2024)

ΩSFormer: Dual-Modal Ω-like Super-Resolution Transformer Network for Cross-scale and High-accuracy Terraced Field Vectorization Extraction
by: Li, Chang, et al.
Published: (2024)

Controllable Reference Guided Diffusion with Local Global Fusion for Real World Remote Sensing Image Super Resolution
by: Wang, Ce, et al.
Published: (2025)

A Survey of Deep Learning Video Super-Resolution
by: Baniya, Arbind Agrahari, et al.
Published: (2025)

Robust Phase-Shifting Profilometry for Arbitrary Motion
by: Zhang, Geyou, et al.
Published: (2025)

Deep RAW Image Super-Resolution. A NTIRE 2024 Challenge Survey
by: Conde, Marcos V., et al.
Published: (2024)

Pragmatic Communication in Multi-Agent Collaborative Perception
by: Hu, Yue, et al.
Published: (2024)

BlindDiff: Empowering Degradation Modelling in Diffusion Models for Blind Image Super-Resolution
by: Li, Feng, et al.
Published: (2024)

Diffusion-based Blind Text Image Super-Resolution
by: Zhang, Yuzhe, et al.
Published: (2023)

A Cosine Network for Image Super-Resolution
by: Tian, Chunwei, et al.
Published: (2026)

SlimDiffSR: Toward Lightweight and Efficient Remote Sensing Image Super-Resolution via Diffusion Model Distillation
by: Wang, Ce, et al.
Published: (2026)

MobileIE: An Extremely Lightweight and Effective ConvNet for Real-Time Image Enhancement on Mobile Devices
by: Yan, Hailong, et al.
Published: (2025)

Towards Real Zero-Shot Camouflaged Object Segmentation without Camouflaged Annotations
by: Lei, Cheng, et al.
Published: (2024)

MedSeg-R: Medical Image Segmentation with Clinical Reasoning
by: Shao, Hao, et al.
Published: (2025)

A Comprehensive Survey on Video Scene Parsing:Advances, Challenges, and Prospects
by: Xie, Guohuan, et al.
Published: (2025)

Colorectal Polyp Segmentation in the Deep Learning Era: A Comprehensive Survey
by: Wu, Zhenyu, et al.
Published: (2024)

SuperCarver: Texture-Consistent 3D Geometry Super-Resolution for High-Fidelity Surface Detail Generation
by: Zhang, Qijian, et al.
Published: (2025)

Video Unsupervised Domain Adaptation with Deep Learning: A Comprehensive Survey
by: Xu, Yuecong, et al.
Published: (2022)

Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarks
by: Zheng, Xu, et al.
Published: (2023)

Generative Adversarial Networks for Image Super-Resolution: A Survey
by: Wu, Ziang, et al.
Published: (2022)

FourierSR: A Fourier Token-based Plugin for Efficient Image Super-Resolution
by: Li, Wenjie, et al.
Published: (2025)

K-LoRA: Unlocking Training-Free Fusion of Any Subject and Style LoRAs
by: Ouyang, Ziheng, et al.
Published: (2025)

Blind Video Super-Resolution based on Implicit Kernels
by: Zhu, Qiang, et al.
Published: (2025)

A Comprehensive Survey on World Models for Embodied AI
by: Li, Xinqing, et al.
Published: (2025)

Single-Image Shadow Removal Using Deep Learning: A Comprehensive Survey
by: Guo, Laniqng, et al.
Published: (2024)

FCVSR: A Frequency-aware Method for Compressed Video Super-Resolution
by: Zhu, Qiang, et al.
Published: (2025)

Deep Learning-Based Point Cloud Registration: A Comprehensive Survey and Taxonomy
by: Zhang, Yu-Xin, et al.
Published: (2024)

DroneSR: Rethinking Few-shot Thermal Image Super-Resolution from Drone-based Perspective
by: Weng, Zhipeng, et al.
Published: (2025)

A Survey on Deep Learning for Polyp Segmentation: Techniques, Challenges and Future Trends
by: Mei, Jiaxin, et al.
Published: (2023)