A comprehensive survey of ai-generated content (aigc): A history of generative ai from gan to chatgpt

Y Cao, S Li, Y Liu, Z Yan, Y Dai, PS Yu… - arXiv preprint arXiv …, 2023 - arxiv.org
Recently, ChatGPT, along with DALL-E-2 and Codex, has been gaining significant attention
from society. As a result, many individuals have become interested in related resources and …

Diffusion models in vision: A survey

FA Croitoru, V Hondru, RT Ionescu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Denoising diffusion models represent a recent emerging topic in computer vision,
demonstrating remarkable results in the area of generative modeling. A diffusion model is a …

Align your latents: High-resolution video synthesis with latent diffusion models

A Blattmann, R Rombach, H Ling… - Proceedings of the …, 2023 - openaccess.thecvf.com
Abstract Latent Diffusion Models (LDMs) enable high-quality image synthesis while avoiding
excessive compute demands by training a diffusion model in a compressed lower …

Imagic: Text-based real image editing with diffusion models

B Kawar, S Zada, O Lang, O Tov… - Proceedings of the …, 2023 - openaccess.thecvf.com
Text-conditioned image editing has recently attracted considerable interest. However, most
methods are currently limited to one of the following: specific editing types (eg, object …

Open-vocabulary panoptic segmentation with text-to-image diffusion models

J Xu, S Liu, A Vahdat, W Byeon… - Proceedings of the …, 2023 - openaccess.thecvf.com
We present ODISE: Open-vocabulary DIffusion-based panoptic SEgmentation, which unifies
pre-trained text-image diffusion and discriminative models to perform open-vocabulary …

Structure and content-guided video synthesis with diffusion models

P Esser, J Chiu, P Atighehchian… - Proceedings of the …, 2023 - openaccess.thecvf.com
Text-guided generative diffusion models unlock powerful image creation and editing tools.
Recent approaches that edit the content of footage while retaining structure require …

ediff-i: Text-to-image diffusion models with an ensemble of expert denoisers

Y Balaji, S Nah, X Huang, A Vahdat, J Song… - arXiv preprint arXiv …, 2022 - arxiv.org
Large-scale diffusion-based generative models have led to breakthroughs in text-
conditioned high-resolution image synthesis. Starting from random noise, such text-to-image …

Diffusion models: A comprehensive survey of methods and applications

L Yang, Z Zhang, Y Song, S Hong, R Xu, Y Zhao… - ACM Computing …, 2023 - dl.acm.org
Diffusion models have emerged as a powerful new family of deep generative models with
record-breaking performance in many applications, including image synthesis, video …

Lion: Latent point diffusion models for 3d shape generation

A Vahdat, F Williams, Z Gojcic… - Advances in …, 2022 - proceedings.neurips.cc
Denoising diffusion models (DDMs) have shown promising results in 3D point cloud
synthesis. To advance 3D DDMs and make them useful for digital artists, we require (i) high …

Consistency models

Y Song, P Dhariwal, M Chen, I Sutskever - arXiv preprint arXiv:2303.01469, 2023 - arxiv.org
Diffusion models have significantly advanced the fields of image, audio, and video
generation, but they depend on an iterative sampling process that causes slow generation …