Diffusion models, image super-resolution, and everything: A survey

BB Moser, AS Shanbhag, F Raue… - … on Neural Networks …, 2024 - ieeexplore.ieee.org
Diffusion models (DMs) have disrupted the image super-resolution (SR) field and further
closed the gap between image quality and human perceptual preferences. They are easy to …

Zero-shot image restoration using denoising diffusion null-space model

Y Wang, J Yu, J Zhang - arXiv preprint arXiv:2212.00490, 2022 - arxiv.org
Most existing Image Restoration (IR) models are task-specific, which can not be generalized
to different degradation operators. In this work, we propose the Denoising Diffusion Null …

A review of GAN-based super-resolution reconstruction for optical remote sensing images

X Wang, L Sun, A Chehri, Y Song - Remote Sensing, 2023 - mdpi.com
High-resolution images have a wide range of applications in image compression, remote
sensing, medical imaging, public safety, and other fields. The primary objective of super …

Diffusion model-based image editing: A survey

Y Huang, J Huang, Y Liu, M Yan, J Lv, J Liu… - arXiv preprint arXiv …, 2024 - arxiv.org
Denoising diffusion models have emerged as a powerful tool for various image generation
and editing tasks, facilitating the synthesis of visual content in an unconditional or input …

Unlimited-size diffusion restoration

Y Wang, J Yu, R Yu, J Zhang - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
Recently, using diffusion models for zero-shot image restoration (IR) has become a new hot
paradigm. This type of method only needs to use the pre-trained off-the-shelf diffusion …

Dear-gan: Degradation-aware face restoration with gan prior

Y Hu, Y Wang, J Zhang - … on Circuits and Systems for Video …, 2023 - ieeexplore.ieee.org
With the development of generative adversarial networks (GANs), recent face restoration
(FR) methods often utilize pre-trained GAN models (ie,, StyleGAN2) as prior to generate rich …

OPDN: Omnidirectional position-aware deformable network for omnidirectional image super-resolution

X Sun, W Li, Z Zhang, Q Ma, X Sheng… - Proceedings of the …, 2023 - openaccess.thecvf.com
Abstract 360deg omnidirectional images have gained research attention due to their
immersive and interactive experience, particularly in AR/VR applications. However, they …

Omnissr: Zero-shot omnidirectional image super-resolution using stable diffusion model

R Li, X Sheng, W Li, J Zhang - European Conference on Computer Vision, 2025 - Springer
Omnidirectional images (ODIs) are commonly used in real-world visual tasks, and high-
resolution ODIs help improve the performance of related visual tasks. Most existing super …

Diffusion models for audio semantic communication

E Grassucci, C Marinoni, A Rodriguez… - ICASSP 2024-2024 …, 2024 - ieeexplore.ieee.org
Directly sending audio signals from a transmitter to a receiver across a noisy channel may
absorb consistent bandwidth and be prone to errors when trying to recover the transmitted …

Pirn: Phase invariant reconstruction network for infrared image super-resolution

J Dan, T Jin, H Chi, M Liu, J Yu, K Cao, X Yang, L Zhao… - Neurocomputing, 2024 - Elsevier
Single image super-resolution (SR) reconstruction plays a crucial role in various fields,
including surveillance and remote sensing. However, the majority of available SR …