A complete survey on generative ai (aigc): Is chatgpt from gpt-4 to gpt-5 all you need?
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 …
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
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 …
however, they have been studied since 2014, and a large number of algorithms have been …
Scaling up gans for text-to-image synthesis
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 …
general public's imagination. From a technical standpoint, it also marked a drastic change in …
Extracting training data from diffusion models
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 …
significant attention due to their ability to generate high-quality synthetic images. In this work …
Multi-concept customization of text-to-image diffusion
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 …
scale database, a user often wishes to synthesize instantiations of their own concepts (for …
Zero-shot image-to-image translation
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 …
synthesize diverse, high-quality images. However, directly applying these models for real …
Null-text inversion for editing real images using guided diffusion models
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 …
capabilities. Currently, a massive effort is given to enable the modification of these images …
Dragdiffusion: Harnessing diffusion models for interactive point-based image editing
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 …
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
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 …
language. Yet, it is unclear how such freedom can be exercised to generate images of …
Prompt-to-prompt image editing with cross attention control
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 …
their remarkable capabilities of generating highly diverse images that follow given text …