A complete survey on generative ai (aigc): Is chatgpt from gpt-4 to gpt-5 all you need?

C Zhang, C Zhang, S Zheng, Y Qiao, C Li… - arxiv preprint arxiv …, 2023 - arxiv.org
As ChatGPT goes viral, generative AI (AIGC, aka AI-generated content) has made headlines
everywhere because of its ability to analyze and create text, images, and beyond. With such …

A review on generative adversarial networks: Algorithms, theory, and applications

J Gui, Z Sun, Y Wen, D Tao, J Ye - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Generative adversarial networks (GANs) have recently become a hot research topic;
however, they have been studied since 2014, and a large number of algorithms have been …

Scaling up gans for text-to-image synthesis

M Kang, JY Zhu, R Zhang, J Park… - Proceedings of the …, 2023 - openaccess.thecvf.com
The recent success of text-to-image synthesis has taken the world by storm and captured the
general public's imagination. From a technical standpoint, it also marked a drastic change in …

Extracting training data from diffusion models

N Carlini, J Hayes, M Nasr, M Jagielski… - 32nd USENIX Security …, 2023 - usenix.org
Image diffusion models such as DALL-E 2, Imagen, and Stable Diffusion have attracted
significant attention due to their ability to generate high-quality synthetic images. In this work …

Multi-concept customization of text-to-image diffusion

N Kumari, B Zhang, R Zhang… - Proceedings of the …, 2023 - openaccess.thecvf.com
While generative models produce high-quality images of concepts learned from a large-
scale database, a user often wishes to synthesize instantiations of their own concepts (for …

Zero-shot image-to-image translation

G Parmar, K Kumar Singh, R Zhang, Y Li, J Lu… - ACM SIGGRAPH 2023 …, 2023 - dl.acm.org
Large-scale text-to-image generative models have shown their remarkable ability to
synthesize diverse, high-quality images. However, directly applying these models for real …

Null-text inversion for editing real images using guided diffusion models

R Mokady, A Hertz, K Aberman… - Proceedings of the …, 2023 - openaccess.thecvf.com
Recent large-scale text-guided diffusion models provide powerful image generation
capabilities. Currently, a massive effort is given to enable the modification of these images …

Dragdiffusion: Harnessing diffusion models for interactive point-based image editing

Y Shi, C Xue, JH Liew, J Pan, H Yan… - Proceedings of the …, 2024 - openaccess.thecvf.com
Accurate and controllable image editing is a challenging task that has attracted significant
attention recently. Notably DragGAN developed by Pan et al.(2023) is an interactive point …

An image is worth one word: Personalizing text-to-image generation using textual inversion

R Gal, Y Alaluf, Y Atzmon, O Patashnik… - arxiv preprint arxiv …, 2022 - arxiv.org
Text-to-image models offer unprecedented freedom to guide creation through natural
language. Yet, it is unclear how such freedom can be exercised to generate images of …

Prompt-to-prompt image editing with cross attention control

A Hertz, R Mokady, J Tenenbaum, K Aberman… - arxiv preprint arxiv …, 2022 - arxiv.org
Recent large-scale text-driven synthesis models have attracted much attention thanks to
their remarkable capabilities of generating highly diverse images that follow given text …