Diffusion Models for Image Restoration and Enhancement--A Comprehensive Survey

X Li, Y Ren, X Jin, C Lan, X Wang, W Zeng… - arXiv preprint arXiv …, 2023 - arxiv.org
Image restoration (IR) has been an indispensable and challenging task in the low-level
vision field, which strives to improve the subjective quality of images distorted by various …

Pixel-aware stable diffusion for realistic image super-resolution and personalized stylization

T Yang, R Wu, P Ren, X Xie, L Zhang - arXiv preprint arXiv:2308.14469, 2023 - arxiv.org
Diffusion models have demonstrated impressive performance in various image generation,
editing, enhancement and translation tasks. In particular, the pre-trained text-to-image stable …

ToonCrafter: Generative Cartoon Interpolation

J Xing, H Liu, M Xia, Y Zhang, X Wang, Y Shan… - arXiv preprint arXiv …, 2024 - arxiv.org
We introduce ToonCrafter, a novel approach that transcends traditional correspondence-
based cartoon video interpolation, paving the way for generative interpolation. Traditional …

Versatile Vision Foundation Model for Image and Video Colorization

V Bozic, A Djelouah, Y Zhang, R Timofte… - ACM SIGGRAPH 2024 …, 2024 - dl.acm.org
Image and video colorization are among the most common problems in image restoration.
This is an ill-posed problem and a wide variety of methods have been proposed, ranging …

Diffusion Models in Low-Level Vision: A Survey

C He, Y Shen, C Fang, F Xiao, L Tang, Y Zhang… - arXiv preprint arXiv …, 2024 - arxiv.org
Deep generative models have garnered significant attention in low-level vision tasks due to
their generative capabilities. Among them, diffusion model-based solutions, characterized by …

Towards Photorealistic Video Colorization via Gated Color-Guided Image Diffusion Models

J Li, H Zhao, Y Wang, J Lin - ACM Multimedia 2024, 2024 - openreview.net
Video colorization poses challenging tasks, necessitating structural stability, continuity, and
details control in the colors produced. In this paper, based on a pretrained text-to-image …

PSANet: Automatic colourisation using position‐spatial attention for natural images

PJ Zhu, YY Pu, Q Yang, S Li, ZP Zhao… - IET Computer …, 2024 - Wiley Online Library
Due to the richness of natural image semantics, natural image colourisation is a challenging
problem. Existing methods often suffer from semantic confusion due to insufficient semantic …