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

TechLead
3 Dec 202310:30

TLDRLearn how to create AI videos using tools like AnimateDiff, Stable Diffusion, and ComfyUI. The video discusses both easy and hard methods, including running your own Stable Diffusion instance or using services like Runway ml.com. It covers generating AI videos from existing ones, utilizing various models like VAE and SDXL Turbo for real-time image generation. Additional tools like Runway Gen 2 for text-to-video generation and WAV to Lip for lip syncing are also explored. Explore the evolving landscape of AI video and art generation with insightful demonstrations and recommended tools.

Takeaways

  • 🔥 AI videos are a trending topic in tech, with technologies like deep fakes and text-to-video generation gaining popularity.
  • 🚀 There are two ways to create AI videos: an easy way using services like Runway ml.com, and a more complex way by running your own stable diffusion instance.
  • 🖥 For Mac users, hosted versions of stable diffusion can be used, such as runi.fusion.com, which is also compatible with Windows machines.
  • 🎨 The process involves using tools like AnimateDiff, Stable Diffusion, and ComfyUI to generate AI videos.
  • 🌐 Runway ml.com offers a cloud-based, fully managed version of stable diffusion with a user-friendly interface.
  • 📄 A JSON file with video control settings can be downloaded for a guided workflow, enhancing the video generation process.
  • 📸 The video generation starts with an input image or video, which is then styled and refined through various nodes and parameters.
  • 🚀 Checkpoints are snapshots of pre-trained models that allow users to style the type of images they want in the final video.
  • 🎭 Civit AI provides pre-trained art styles that can be used to stylize videos, such as anime or Disney Pixar cartoon styles.
  • 📺 Runway Gen 2 allows for video generation using text, images, or both, offering an easier alternative to running your own nodes.
  • 🖌 For animating photographs or memes, tools like Runway's motion brush can add camera motion and animate specific areas of an image.
  • 🤖 If creating deep fake videos, tools like Wav2Lip can synchronize lip movements with an audio track, making the process plug-and-play.

Q & A

  • What is the main topic of the video?

    -The main topic of the video is 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 used for generating images from text, which can be utilized to create AI videos.

  • What is the difference between using Runway ml.com and running a hosted version of Stable Diffusion?

    -Runway ml.com is a hosted version of Stable Diffusion that is fully managed and offers a simpler process with less customization options. Running a hosted version of Stable Diffusion allows for more control and customization but requires more technical setup.

  • What is ComfyUI?

    -ComfyUI is a node-based editor used in the process of creating AI videos. It provides a drag-and-drop interface for managing the workflow and parameters for image and video generation.

  • How does the video guide use checkpoints in the Stable Diffusion process?

    -Checkpoints are used as snapshots of pre-trained models to style the type of images desired. The video guide selects appropriate checkpoints to achieve specific visual styles in the generated AI videos.

  • What is the purpose of the Civit AI website mentioned in the video?

    -Civit AI is a website that provides a collection of pre-trained art styles that can be used to generate videos with different visual styles using AI tools like Runway or Stable Diffusion.

  • How does the video guide use Runway ml.com to create AI videos?

    -The video guide uses Runway ml.com by importing AI-generated images, applying camera motion, and using the motion brush to animate specific areas of the image. Runway then generates the video with the desired animation and style.

  • What is the advantage of using Runway Gen 2 for video generation?

    -Runway Gen 2 allows for video generation using text, images, or both, making it a versatile tool for creating AI videos. It offers a user-friendly interface and quick results, with the ability to preview styles and make adjustments before generating the final video.

  • How can one create deepfake videos using the tools mentioned in the video?

    -To create deepfake videos, one can use tools like Wav2Lip to sync audio with video, or Replika toclone voices and generate speech from text. These tools offer a plug-and-play approach for creating convincing deepfake videos.

  • What is the latest development in the Stable Diffusion model mentioned at the end of the video?

    -The latest development is Stable Diffusion XL Turbo, which offers real-time text-to-image generation. This advancement allows for faster and more efficient creation of AI-generated images.

  • How does the video guide address the complexity of the workflow in creating AI videos?

    -The video guide acknowledges the complexity and suggests using hosted services like Runway ml.com for a simpler process. It also provides a step-by-step walkthrough using ComfyUI to help viewers understand and navigate the workflow.

  • What are some alternative tools for creating AI videos mentioned in the video?

    -Alternative tools mentioned include Midjourney for AI-generated images, Dolly for image generation, and 11Labs for voice cloning and AI-generated speech.

Outlines

00:00

🚀 Introduction to AI Video Generation Technologies

The video discusses the burgeoning trend of AI in creating videos, with a focus on deep fakes and text-to-video generation. It introduces the audience to various technologies and platforms, such as Runway ML and Stable Diffusion, that can be used to create personalized AI videos. The speaker provides an overview of both an easy method using a service like Runway ML and a more complex approach involving running a Stable Diffusion instance on one's own computer. The video promises a walkthrough of the process using tools like Animate Div, Stable Diffusion, and Comfy UI, starting with a hosted version of Stable Diffusion for convenience.

05:02

🎨 Customizing AI Video Generation with Comfy UI and Stable Diffusion

The speaker delves into the process of using Comfy UI, a node-based drag-and-drop interface, to customize AI video generation with Stable Diffusion. The paragraph explains how to select a UI for Stable Diffusion, start the machine, and load a video or set of images into the system. It also covers the use of a JSON file for workflow and process refinement, the role of checkpoints in styling images, and the generation of an animated GIF in a Pixar style. The video further explores the use of Civit AI for pre-trained art styles, the Runway ML platform for simpler video creation, and other tools for deep fake and voice cloning, showcasing the versatility and ease of use in AI video generation.

10:02

🔧 Exploring Advanced AI Video Tools and Models

The final paragraph introduces viewers to advanced tools and models for AI video generation. It highlights the capabilities of Runway ML for text-to-video and video-to-video generation, emphasizing the platform's user-friendly interface and customizable features. The speaker also mentions the use of Wav2Lip for syncing audio with video and Replicate for voice cloning. The paragraph concludes with a demonstration of the latest Stable Diffusion XL Turbo model, which enables real-time text-to-image generation. The video ends by encouraging viewers to explore these tools and share their findings or questions, summarizing the key points covered in the video.

Mindmap

Keywords

💡AI Videos

AI Videos refers to videos that are created or manipulated using artificial intelligence technologies. In the context of the video, AI videos are generated using various AI tools and techniques, such as text-to-video generation and style modification of existing videos. It is the main theme of the video, showcasing the latest trends in tech where AI is used to create compelling and realistic video content.

💡Deepfakes

Deepfakes are synthetic media in which a person's likeness is replaced with another's using AI algorithms, often used to create realistic but fake videos. In the video, deepfakes are mentioned as one of the applications of AI video generation, where AI is used to create convincing videos that might feature people who never actually existed or said certain things.

💡Stable Diffusion

Stable Diffusion is an open-source AI model for generating images from text descriptions. It is a key technology used in the video to create AI videos by transforming text prompts into visual content. The video discusses how to use Stable Diffusion in conjunction with other tools to generate videos in various styles, such as Pixar-like animations.

💡AnimateDiff

AnimateDiff is mentioned as a framework for animating images. It is used in the video to create animations from static images by leveraging AI technologies. AnimateDiff is part of the process of generating AI videos, helping to transform still images into dynamic sequences that can be incorporated into videos.

💡ComfyUI

ComfyUI is described as a node-based editor used in the video for editing and refining the AI-generated images and videos. It provides a visual interface for users to interact with AI models like Stable Diffusion, allowing for easier manipulation and creation of video content without needing to use command-line interfaces.

💡Runway ML

Runway ML is a hosted platform that provides access to AI models, including Stable Diffusion, for creating AI videos. The video highlights Runway ML as an easier alternative to running your own AI instances, offering services like text-to-video generation and video-to-video style transfer, which simplifies the process for users who may not want to manage their own AI infrastructure.

💡Checkpoints

Checkpoints, in the context of AI models like Stable Diffusion, are snapshots of pre-trained models at specific stages of training. They are used to apply specific styles or characteristics to the generated images or videos. The video explains that different checkpoints can produce different styles, such as Disney or Pixar cartoon styles, allowing for a wide range of creative possibilities.

💡Civit AI

Civit AI is a website that hosts a variety of pre-trained art styles that can be used with AI video generation tools like Runway ML. The video script mentions using Civit AI models to apply specific styles to AI-generated videos, such as an anime style known as 'dark Sushi mix', providing users with a vast array of creative options for their video projects.

💡Wav2Lip

Wav2Lip is a tool for synchronizing audio with video by generating realistic mouth movements that match the audio. It is mentioned in the video as a useful tool for creating deepfake videos where the lips of a person in the video are made to match a given audio track, adding a layer of realism to the generated content.

💡Replicate

Replicate is a platform for hosted machine learning models, which is used in the video to clone voices and generate speech from text. It is an example of how AI can be used to create synthetic audio, which can then be paired with video content to create convincing AI videos or deepfakes.

💡Stable Diffusion XL Turbo

Stable Diffusion XL Turbo is an advanced version of the Stable Diffusion model that enables real-time text-to-image generation. It is highlighted in the video as a significant improvement in AI video generation technology, allowing for faster and more accurate image creation, which can be used to quickly produce AI videos with customized content.

Highlights

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

Stable Diffusion is an open-source project used for generating AI videos.

AnimateDiff is a framework for animating images, used alongside Stable Diffusion.

ComfyUI is a node-based editor utilized in the AI video generation process.

Runway ml.com offers a cloud-based version of Stable Diffusion for easier use.

Different checkpoints can be selected to style the type of images generated.

SDXL models represent a different type of model, offering various stylization options.

Civit AI provides pre-trained art styles for generating videos.

Runway ml.com's Gen 2 feature allows for video generation using text, images, or both.

The motion brush tool in Runway allows for easy animation of specific areas in an image.

Wav2Lip is a tool for syncing voice samples with video, creating deep fake videos.

Replicate.to offers hosted machine learning models for voice cloning and text-to-speech generation.

Stable Diffusion XL Turbo is a recent advancement for real-time image generation.

ComfyUI's smart processing allows for faster re-generation after changes.

The workflow for SDXL Turbo can be downloaded and run using ComfyUI for quick image generation.

Runway ml.com is a user-friendly platform for various types of AI video and image generation.

The video provides a basic primer on AI video and art generation, making it accessible for beginners.