A survey on video diffusion models
The recent wave of AI-generated content (AIGC) has witnessed substantial success in
computer vision, with the diffusion model playing a crucial role in this achievement. Due to …
computer vision, with the diffusion model playing a crucial role in this achievement. Due to …
Sora: A review on background, technology, limitations, and opportunities of large vision models
Sora is a text-to-video generative AI model, released by OpenAI in February 2024. The
model is trained to generate videos of realistic or imaginative scenes from text instructions …
model is trained to generate videos of realistic or imaginative scenes from text instructions …
Animatediff: Animate your personalized text-to-image diffusion models without specific tuning
With the advance of text-to-image (T2I) diffusion models (eg, Stable Diffusion) and
corresponding personalization techniques such as DreamBooth and LoRA, everyone can …
corresponding personalization techniques such as DreamBooth and LoRA, everyone can …
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 …
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 …
Dynamicrafter: Animating open-domain images with video diffusion priors
Animating a still image offers an engaging visual experience. Traditional image animation
techniques mainly focus on animating natural scenes with stochastic dynamics (eg clouds …
techniques mainly focus on animating natural scenes with stochastic dynamics (eg clouds …
Videocomposer: Compositional video synthesis with motion controllability
The pursuit of controllability as a higher standard of visual content creation has yielded
remarkable progress in customizable image synthesis. However, achieving controllable …
remarkable progress in customizable image synthesis. However, achieving controllable …
Show-1: Marrying pixel and latent diffusion models for text-to-video generation
Significant advancements have been achieved in the realm of large-scale pre-trained text-to-
video Diffusion Models (VDMs). However, previous methods either rely solely on pixel …
video Diffusion Models (VDMs). However, previous methods either rely solely on pixel …
Simda: Simple diffusion adapter for efficient video generation
The recent wave of AI-generated content has witnessed the great development and success
of Text-to-Image (T2I) technologies. By contrast Text-to-Video (T2V) still falls short of …
of Text-to-Image (T2I) technologies. By contrast Text-to-Video (T2V) still falls short of …
Vbench: Comprehensive benchmark suite for video generative models
Video generation has witnessed significant advancements yet evaluating these models
remains a challenge. A comprehensive evaluation benchmark for video generation is …
remains a challenge. A comprehensive evaluation benchmark for video generation is …