How to Make AI VIDEOS (with AnimateDiff, Stable Diffusion, ComfyUI. Deepfakes, Runway)
TLDRThe video tutorial explores the latest trends in AI video creation, including deep fakes and text-to-video generation. It introduces stable diffusion, an open-source AI project, and demonstrates how to use it with AnimateDiff, ComfyUI, and other tools to generate AI videos. The video presents two approaches: a complex method involving running a stable diffusion instance on your own computer, and an easier method using a hosted service like Runway ML. The tutorial also covers the use of Civit AI for pre-trained art styles, and the process of creating AI videos using Runway's Gen 1 and Gen 2 systems. It concludes with a look at Wav2Lip for syncing audio with video and Replicate for voice cloning. The host recommends Runway ML for beginners and highlights the potential for real-time image generation with stable diffusion XL turbo.
Takeaways
- 🌟 AI videos are a trending topic in tech, involving deep fakes and text-to-video generation.
- 🚀 There are both easy and hard ways to create AI videos; the easy way involves using a service like Runway ML.
- 💻 The hard way requires running your own instance of Stable Diffusion on your computer.
- 🌐 For Mac users, hosted versions of Stable Diffusion, such as Runi Fusion, are used.
- 📚 AnimateDiff, Stable Diffusion, and ComfyUI are key technologies for generating AI videos.
- 📦 Run Diffusion is a cloud-based, fully managed version of Stable Diffusion that can be interfaced with ComfyUI.
- 📈 Users can modify the style of existing videos using a video-to-video control net JSON file.
- 🎨 Different checkpoints can be used to style the type of images generated, such as Disney Pixar cartoon style.
- 🔍 The process involves generating line models for edge detection and motion, which can be adjusted with prompts.
- 🌐 Civit AI offers pre-trained art styles for video generation, which can be integrated into Run Diffusion.
- 📺 Runway ML provides a simpler, hosted version of Stable Diffusion for video generation with Gen 2.
- 🎭 For deep fake videos, tools like Wav2Lip can sync lips to a video, and Replicate provides voice cloning capabilities.
Q & A
What is the main topic of the video?
-The main topic of the video is about creating AI videos using various technologies such as AnimateDiff, Stable Diffusion, ComfyUI, Deepfakes, and Runway.
What is Stable Diffusion?
-Stable Diffusion is an open-source project that serves as a text-to-image AI generator, which can be used to create images from textual descriptions.
What is the role of AnimateDiff in the process?
-AnimateDiff is a framework used for animating images. It works in conjunction with Stable Diffusion to generate AI videos.
What is ComfyUI and how is it used in the video?
-ComfyUI is a node-based editor used in the project to manage and refine the images and parameters for the AI video generation process.
How can one get started with video AI generation without running their own instance?
-One can use a service like Runway ml.com, which provides a hosted version of Stable Diffusion, simplifying the process without the need to run an instance on their own computer.
What is a checkpoint in the context of Stable Diffusion?
-A checkpoint in Stable Diffusion is a snapshot of a pre-trained model, which is used to style the type of images that one wants to generate.
How does Civit AI help in the video generation process?
-Civit AI provides a collection of pre-trained art styles that can be used to generate videos. Users can search and download models into their workspace to apply different styles to their AI videos.
What is the difference between Runway Gen 1 and Gen 2?
-Runway Gen 1 focuses on video-to-video generation, similar to AnimateDiff, while Gen 2 is about generating video using text, images, or both, offering more flexibility and ease of use.
How can one create deep fake videos?
-To create deep fake videos, one can use tools like Wav2Lip, which syncs lip movements to a voice sample, or Replika's text-to-speech and voice cloning features to generate realistic audio-visual content.
What is the latest development in the Stable Diffusion model mentioned in the video?
-The latest development mentioned is Stable Diffusion XL Turbo, which enables real-time text-to-image generation, significantly speeding up the process of creating AI images.
How can one find and use the workflows for Stable Diffusion XL Turbo?
-One can visit the ComfyUI GitHub repository to find examples and download the workflow for Stable Diffusion XL Turbo. After downloading and importing the checkpoint, they can use the Q prompt to generate images quickly.
What are some alternative tools for AI video generation mentioned in the video?
-Alternative tools mentioned include MidJourney for image generation, Dolly and other AI image generators, and Syn Labs for voice cloning and audio generation.
Outlines
🚀 Introduction to AI Video Generation
The video script introduces the viewer to the latest trends in AI video generation, including deep fakes and text-to-video technologies. The speaker discusses the two main approaches to creating AI videos: an easy way using services like Runway ML or a more complex method involving running a stable diffusion instance on one's own computer. The script also mentions the use of open-source projects and the role of various tools like Animate Div, Stable Diffusion, and Comfy UI in generating AI videos. The speaker provides a step-by-step guide on how to use these technologies to create a video, starting with selecting a UI interface for Stable Diffusion and proceeding to load a video or set of images into the system.
🎨 Customizing AI Video Styles with Comfy UI
This paragraph delves into the process of customizing the style of an AI-generated video using Comfy UI, a node-based editor. The speaker explains how to load a JSON file into Comfy UI with Stable Diffusion, and how to adjust parameters for different nodes to refine the images. The paragraph also covers the concept of checkpoints, which are snapshots of pre-trained models used to style the type of images desired. The speaker demonstrates how to generate an animated GIF in a Pixar style and how to convert it into an MP4 file format. Additionally, the paragraph explores the use of Civit AI for pre-trained art styles and the process of downloading and applying these styles to create videos in various styles, such as anime.
🌐 Using Hosted Services for AI Video Creation
The speaker discusses the use of hosted services like Runway ML for AI video creation, which offers a simpler and arguably easier alternative to running one's own nodes. The paragraph explains how to use Runway's Gen 2 feature for generating videos using text, images, or both. It also covers the process of animating photographs or memes using Runway's motion tools. The speaker further explores other tools for creating deep fake videos, such as Wav2Lip for lip-syncing audio to video, and voice cloning services like Replicate.to. The paragraph concludes with an overview of the latest advancements in stable diffusion models, including the real-time image generation capabilities of Stable Diffusion XL Turbo, and provides resources for further exploration and experimentation with these tools.
Mindmap
Keywords
💡AI Videos
💡Deep Fakes
💡Stable Diffusion
💡AnimateDiff
💡ComfyUI
💡Runway ML
💡Checkpoints
💡Civit AI
💡Text-to-Video Generation
💡Video-to-Video Generation
💡Deepfake Videos
💡Stable Diffusion XL Turbo
Highlights
AI videos are a trending topic in tech, combining deep fakes and animated videos with text-to-video generation.
Stable Diffusion is an open-source project used as a foundation for both easy and complex AI video creation methods.
Runway ml.com offers a user-friendly, cloud-based version of Stable Diffusion for easier video generation.
AnimateDiff is a framework for animating images, crucial for creating AI videos.
ComfyUI is a node-based editor used in conjunction with Stable Diffusion to refine images and parameters.
Video AI generation involves modifying the style of an existing video using a control net JSON file.
Checkpoints are snapshots of pre-trained models that style the type of images generated in AI videos.
Civit AI offers pre-trained art styles for video generation, such as an anime style known as Dark Sushi Mix.
Runway Gen 2 is a hosted version of Stable Diffusion that generates video using text, images, or both.
Wav2Lip is a tool for syncing voice samples with video, creating deep fake videos with lip movement.
Replicate.to offers hosted machine learning models, including one for generating speech from text and cloning voices.
Stable Diffusion XL Turbo is a model for real-time text-to-image generation, offering quick and accurate image creation.
ComfyUI's smart processing allows for faster re-generation by only reprocessing the last node that changed.
Runway ml.com is a recommended starting point for those new to AI video and art generation due to its ease of use.
The video demonstrates how to use various tools for AI video creation, including Runway, Wav2Lip, and Replicate.to.
The tutorial covers the process of creating AI videos from selecting a UI interface to generating the final video.
Different models like SDXL models and VAEs are used for various styles and motions in AI video generation.
The video provides a link to a guide with a downloadable video control net JSON file for following along.