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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 survey on deep learning applied to medical images: from simple artificial neural networks to generative models
Deep learning techniques, in particular generative models, have taken on great importance
in medical image analysis. This paper surveys fundamental deep learning concepts related …
in medical image analysis. This paper surveys fundamental deep learning concepts related …
Align your latents: High-resolution video synthesis with latent diffusion models
Abstract Latent Diffusion Models (LDMs) enable high-quality image synthesis while avoiding
excessive compute demands by training a diffusion model in a compressed lower …
excessive compute demands by training a diffusion model in a compressed lower …
Stable video diffusion: Scaling latent video diffusion models to large datasets
We present Stable Video Diffusion-a latent video diffusion model for high-resolution, state-of-
the-art text-to-video and image-to-video generation. Recently, latent diffusion models trained …
the-art text-to-video and image-to-video generation. Recently, latent diffusion models trained …
Structure and content-guided video synthesis with diffusion models
Text-guided generative diffusion models unlock powerful image creation and editing tools.
Recent approaches that edit the content of footage while retaining structure require …
Recent approaches that edit the content of footage while retaining structure require …
Videocrafter2: Overcoming data limitations for high-quality video diffusion models
Text-to-video generation aims to produce a video based on a given prompt. Recently
several commercial video models have been able to generate plausible videos with minimal …
several commercial video models have been able to generate plausible videos with minimal …
Preserve your own correlation: A noise prior for video diffusion models
Despite tremendous progress in generating high-quality images using diffusion models,
synthesizing a sequence of animated frames that are both photorealistic and temporally …
synthesizing a sequence of animated frames that are both photorealistic and temporally …
Lavie: High-quality video generation with cascaded latent diffusion models
This work aims to learn a high-quality text-to-video (T2V) generative model by leveraging a
pre-trained text-to-image (T2I) model as a basis. It is a highly desirable yet challenging task …
pre-trained text-to-image (T2I) model as a basis. It is a highly desirable yet challenging task …
Pix2video: Video editing using image diffusion
Image diffusion models, trained on massive image collections, have emerged as the most
versatile image generator model in terms of quality and diversity. They support inverting real …
versatile image generator model in terms of quality and diversity. They support inverting real …
Latte: Latent diffusion transformer for video generation
We propose a novel Latent Diffusion Transformer, namely Latte, for video generation. Latte
first extracts spatio-temporal tokens from input videos and then adopts a series of …
first extracts spatio-temporal tokens from input videos and then adopts a series of …