How to Make AI VIDEOS (with AnimateDiff, Stable Diffusion, ComfyUI. Deepfakes, Runway)

TechLead
3 Dec 202310:30

TLDRThis video tutorial explores the cutting-edge technology of AI video generation, including deepfakes and text-to-video conversion. It offers a primer on creating your own AI videos, using tools like AnimateDiff, Stable Diffusion, ComfyUI, and Runway. The tutorial covers both easy and advanced methods, with a focus on using Runway ml.com for a hosted version of Stable Diffusion. It demonstrates how to modify video styles, utilize pre-trained models, and animate images with motion. The video also touches on tools for deepfake creation, voice cloning, and real-time image generation with Stable Diffusion XL Turbo, providing a comprehensive guide for those interested in AI art and video generation.

Takeaways

  • 😲 AI videos are a trending topic in tech, with technologies like deepfakes and text-to-video generation gaining popularity.
  • 🛠️ There are both easy and hard ways to create AI videos; the easy way involves using a service like Runway ml.com.
  • 🖥️ The hard way to create AI videos is by running your own instance of Stable Diffusion on your computer.
  • 🌐 Stable Diffusion is an open-source project that is foundational for creating AI videos.
  • 🎨 AnimateDiff, Stable Diffusion, and ComfyUI are tools used together to generate AI videos.
  • 🔍 ComfyUI is a node-based editor that helps refine images and parameters for AI video generation.
  • 📁 A JSON file with video-to-video control settings can be downloaded and used with ComfyUI.
  • 🎞️ The process involves loading a video or set of images into ComfyUI and modifying their style.
  • 🔄 Checkpoints are snapshots of pre-trained models used to style the images in the desired way.
  • 🎨 Civit.ai offers pre-trained art styles that can be used to generate videos with different visual styles.
  • 📷 Runway ml.com provides a hosted version of Stable Diffusion for easier video generation.
  • 🎥 Other tools like Wav2Lip and Replicate.to can be used for creating deepfake videos and cloning voices.
  • 🚀 Stable Diffusion XL Turbo is a recent advancement offering real-time text-to-image generation.

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 the 'easy way' mentioned in the video to create AI videos?

    -The 'easy way' to create AI videos mentioned in the video is by using a service like Runway ml.com, which is a hosted version of Stable Diffusion.

  • What is the 'hard way' to create AI videos as discussed in the video?

    -The 'hard way' to create AI videos involves running your own Stable Diffusion instance on your own computer.

  • What is AnimateDiff and how is it used in the video?

    -AnimateDiff is a framework for animating images. It is used in conjunction with Stable Diffusion and ComfyUI to generate AI videos.

  • What is Stable Diffusion and its role in the AI video creation process?

    -Stable Diffusion is an open-source project and a text-to-image AI generator that is used to create images which can then be animated to make AI videos.

  • What is ComfyUI and how does it relate to the AI video generation?

    -ComfyUI is a node-based editor used in the project to create AI videos. It allows for the manipulation and refinement of images and parameters in the video generation workflow.

  • How does the video guide the user to start with Runway ml.com?

    -The video instructs the user to select a UI interface for Stable Diffusion, choose the appropriate software version, and then launch it to start the video AI generation process.

  • What is a checkpoint in the context of the video?

    -A checkpoint in the video refers to a snapshot of a pre-trained model, which is used to style the type of images desired in the AI video generation process.

  • Can you explain the use of Civit AI in the video?

    -Civit AI is a website with pre-trained art styles that can be used to generate videos. The video demonstrates how to integrate Civit AI models into the workflow using Runway.

  • What is the purpose of the 'Gen 2' feature on Runway ml.com as mentioned in the video?

    -Gen 2 on Runway ml.com is a feature for generating video using text images or both, which simplifies the process of creating AI videos.

  • How does the video describe the process of creating deepfake videos?

    -The video describes the use of tools like 'wav to lip' for syncing audio with video and 'Replicate' for cloning voices and generating speech from text to create deepfake videos.

  • What is the latest development in Stable Diffusion mentioned in the video?

    -The latest development mentioned in the video is Stable Diffusion XL Turbo, which is a real-time text-to-image generation model that allows for quick image generation.

Outlines

00:00

🚀 Introduction to AI Video Generation Technologies

The video script introduces AI video generation as a hot trend in tech, covering deep fakes, animated videos, and text-to-video technologies. It discusses both easy and hard ways to engage with these technologies, mentioning services like Runway ML and the use of stable diffusion, an open-source project. The speaker plans to demonstrate making a video using these technologies and references a previous video on AGI. The process involves using a hosted version of stable diffusion, specifically Runi Fusion, and tools like Animate Div, Stable Diffusion, and Comfy UI. The video concludes with troubleshooting steps for checkpoint errors and generating AI videos with different styles, showcasing the capabilities of Comfy UI and the customization options it offers.

05:02

🎨 Exploring AI Video Stylization and Animation Tools

This paragraph delves into how to stylize and animate videos using AI. It covers the use of Civit AI for pre-trained art styles and how to integrate them with Runway, an easier alternative to running your own nodes. The speaker also demonstrates using Runway ML's Gen 2 for text-to-image or image-to-video generation, showcasing how to add motion to still images. Additionally, the paragraph explores other tools for creating deep fake videos, like Wav2Lip, and voice cloning with Replicate. It concludes with an introduction to the latest advancements in real-time image generation with Stable Diffusion XL Turbo, which is accessible through a sample website for experimentation.

10:02

📚 Summary of AI Video and Art Generation Tools

The final paragraph summarizes the various tools and techniques discussed for AI video and art generation. It highlights Runway ML as a user-friendly starting point for beginners, offering text-to-video, video-to-video, and image-to-image generation. The speaker also mentions tools for subtitles and expanding images. The paragraph encourages viewers to share other interesting tools or ask questions in the comments, wrapping up the video with a thank you and a teaser for the next video.

Mindmap

Keywords

💡AI videos

AI videos refer to videos generated or manipulated using artificial intelligence technologies. In the context of the video, AI videos are created using various AI tools and techniques to transform or generate visual content. For instance, the script mentions 'AI short on how AGI takes over the world' and discusses the process of making AI videos using different software and models.

💡Deepfakes

Deepfakes are synthetic media in which a person's likeness is swapped with another using AI. The script touches on deepfake technology, suggesting its use in creating realistic yet manipulated videos. An example from the transcript is the mention of 'deep fakes animated videos video, to video generation' indicating the use of AI to create or alter videos in a convincing manner.

💡Stable Diffusion

Stable Diffusion is an open-source AI model used for generating images from text descriptions. The script describes it as a base for creating AI videos, highlighting its role in the 'hard way' of video generation which involves running the model on one's own computer. It is also used in services like Runway ml.com for easier access.

💡AnimateDiff

AnimateDiff is a framework mentioned in the script for animating images. It is used in conjunction with Stable Diffusion to create AI videos. The script explains that AnimateDiff helps in generating the AI videos by animating images, which is a key part of the video creation process.

💡ComfyUI

ComfyUI is described as a node-based editor used in the project for creating AI videos. It provides a user interface for managing the workflow and parameters of the AI video generation process. The script mentions using ComfyUI with Stable Diffusion, indicating its importance in the editing and creation stages.

💡Runway ml.com

Runway ml.com is a hosted version of Stable Diffusion mentioned in the script as an easy way to create AI videos. It offers a cloud-based solution for video generation, eliminating the need to run one's own instance of Stable Diffusion. The script suggests using Runway ml.com for a simpler and more accessible approach to AI video creation.

💡Checkpoints

In the context of AI video generation, checkpoints are snapshots of pre-trained models that style the type of images desired. The script explains that these checkpoints are essential for setting the style of the generated images, with examples including 'Disney Pixar cartoon style' and 'sdxl models'.

💡VAE

VAE, or Variational Autoencoder, is a type of model mentioned in the script that is used in the workflow for generating AI videos. It is involved in the process of creating line models for edge detection, which can influence the motion and style of the generated video.

💡Civit AI

Civit AI is a website that offers pre-trained art styles for video generation. The script describes it as a resource for finding different styles like 'anime style' to apply to AI video projects. It is used to enhance the visual appeal and style of the generated videos.

💡Replicate

Replicate is a platform mentioned in the script for hosted machine learning models. It is used for cloning voices and generating speech from text, which can be applied to deepfake videos or other AI video projects. The script provides an example of using Replicate to create an audio file for a video.

💡Stable Diffusion XL Turbo

Stable Diffusion XL Turbo is an advancement in the Stable Diffusion model that enables real-time image generation. The script highlights it as a recent development that improves upon previous models with faster and more accurate image generation capabilities. It is showcased as a tool for quickly creating images based on text prompts.

Highlights

AI videos are a hot trend in tech, encompassing deep fakes, animated videos, and text-to-video generation.

Introduction to technologies for creating AI videos similar to the AI short on AGI taking over the world.

Two methods for creating AI videos: an easy way using a service like Runway ml.com, and a harder way running your own stable diffusion instance.

Using a hosted version of stable diffusion for Mac users, such as runi fusion.com.

AnimateDiff, a framework for animating images, combined with stable diffusion and ComfyUI for AI video generation.

Run diffusion, a cloud-based, fully managed version of stable diffusion, is used with ComfyUI for a UI interface.

Demonstration of video-AI generation by modifying the style of an existing video using ComfyUI and stable diffusion.

Explanation of checkpoints in the workflow, which are snapshots of pre-trained models for styling images.

The use of different models like Disney Pixar cartoon style and sdxl models for various image stylizations.

ComfyUI's smart processing, which only reprocesses the last node changed in the workflow, speeding up the process.

Civit AI's pre-trained art styles available for generating videos, such as the anime style 'dark Sushi mix'.

Runway ml.com as an easier alternative to running your own node, offering hosted stable diffusion with Gen 2 for video generation.

Using AI image generators like Mid Journey, Dolly, or Runway to create images for animating in Runway.

Runway's motion tools, including motion brush for animating specific areas of an image.

Replicate.to as a tool for cloning voices and generating speech from text.

Introduction to the latest stable diffusion model, SDXL Turbo, for real-time image generation.

Clipd drop website for experimenting with SDXL Turbo's real-time text-to-image generation.

ComfyUI GitHub examples for downloading and running workflows like SDXL Turbo for faster image generation.

Runway ml.com as a recommended starting point for AI video and art generation due to its ease of use and diverse tools.