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

TechLead
3 Dec 202310:30

TLDRThe video tutorial introduces viewers to the exciting world of AI video creation, focusing on the use of technologies like AnimateDiff, Stable Diffusion, ComfyUI, and Deepfakes. It outlines two primary methods: a complex approach involving running a Stable Diffusion instance on one's own computer, and an easier method using a hosted service like Runway ml.com. The video demonstrates how to generate AI videos by modifying the style of existing videos or creating new ones from text descriptions. It also covers the use of Civit AI for pre-trained art styles, the capabilities of Runway Gen 2 for animating images and creating videos from text or images, and the use of tools like Wav2Lip for syncing audio with video. The tutorial concludes with a mention of the latest advancements in real-time image generation with Stable Diffusion XL Turbo, offering a comprehensive guide for beginners and enthusiasts alike to start creating their own AI art and videos.

Takeaways

  • 📈 AI videos are a trending technology in tech, involving deep fakes and text-to-video generation.
  • 🚀 There are two ways to create AI videos: an easy way using a service like Runway ml.com, and a more complex way involving running your own stable diffusion instance.
  • 🖥️ The hard way involves using a hosted version of stable diffusion, such as runi.fusion.com, and tools like AnimateDiff, Stable Diffusion, and ComfyUI.
  • 🌐 Runway ml.com offers a cloud-based, fully managed UI for stable diffusion, making the process more accessible.
  • 📂 ComfyUI is a node-based, drag-and-drop editor that helps refine images and parameters for the AI video generation process.
  • 📁 The process starts with an input image or video, which is then processed through various nodes to generate the final AI video.
  • 🔍 Checkpoints are snapshots of pre-trained models that style the type of images you want for your AI video.
  • 🎨 Different art styles can be applied to the generated videos, such as Disney Pixar cartoon style or anime styles using models like dark Sushi mix.
  • 🌟 Civit AI offers pre-trained art styles that can be used with Runway to generate videos in various styles.
  • 📹 Runway Gen 2 allows for video generation using text, images, or both, providing an easier alternative to running your own nodes.
  • 🎥 For deep fake videos, tools like Wav2Lip can synchronize lip movements with an audio track, making it a plug-and-play solution.
  • 🤖 Replicate.to offers hosted machine learning models to clone voices and generate speech from text, providing another layer of customization for AI videos.

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 difference between the easy and hard way of creating AI videos as mentioned in the video?

    -The easy way is using a service like Runway ml.com, which is a hosted version of Stable Diffusion. The hard way involves running your own Stable Diffusion instance on your own computer.

  • What is AnimateDiff?

    -AnimateDiff is a framework for animating images, which can be used in conjunction with Stable Diffusion for creating AI videos.

  • What is Stable Diffusion?

    -Stable Diffusion is an open-source project and a text-to-image AI generator that can be used to generate images based on textual descriptions.

  • What is ComfyUI?

    -ComfyUI is a node-based editor used for managing and refining the images and parameters in the AI video generation process.

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

    -The video instructs the user to select a UI interface for Stable Diffusion, choose a hardware version, use the Beta release, and then launch the machine to start the video AI generation process.

  • What is a checkpoint in the context of Stable Diffusion?

    -A checkpoint in Stable Diffusion is a snapshot of a pre-trained model, which allows users to style the type of images they want to generate.

  • How can Civit AI help in generating AI videos?

    -Civit AI provides a collection of pre-trained art styles that users can utilize to generate their own videos through Runway or other compatible tools.

  • What is the advantage of using Runway ml.com for creating AI videos?

    -Runway ml.com offers a simpler and faster process for creating AI videos with less customization compared to running your own nodes. It also provides features like motion brush for animating specific parts of an image.

  • How can Wav2Lip be used for creating deepfake videos?

    -Wav2Lip is a tool that allows users to upload a video and a voice sample, and it automatically syncs the lips in the video to match the audio, creating a deepfake video.

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

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

  • How can users get started with AI video generation using the easiest tool as per the video?

    -The easiest tool to get started with, as per the video, is Runway ml.com, which offers various tools for text-to-video, video-to-video, image-to-image generation, and more.

Outlines

00:00

🚀 Introduction to AI Video Generation

This paragraph introduces the viewer to the world of AI video generation, highlighting the use of deep fakes and animated videos. It sets the stage for a tutorial on creating AI videos, mentioning the availability of both easy and complex methods. The easy method involves using a service like Runway ML, while the hard method involves running a stable diffusion instance on one's own computer. The paragraph also introduces the tools and frameworks that will be used, such as Animate Div, Stable Diffusion, and Comfy UI, and provides a brief overview of the process, from selecting a UI interface to generating AI videos with various styles and checkpoints.

05:02

🎨 Customizing AI Video Styles with Runway ML

The second paragraph delves into the process of customizing AI video styles using Runway ML, a hosted version of stable diffusion. It explains how to incorporate Cívit AI models into the workflow and demonstrates the ease of changing styles, such as applying an anime style to a video. The paragraph also explores alternative methods for creating AI videos, like animating photographs or memes with Runway's Gen 2 feature. Additionally, it touches on the use of tools for creating deep fake videos, voice cloning, and the latest advancements in real-time image generation with Stable Diffusion XL Turbo.

10:02

📚 Conclusion and Further Exploration

The final paragraph wraps up the video script by summarizing the key points discussed and encouraging viewers to explore further. It emphasizes the ease of use and the importance of a good user interface for creative AI tools. The speaker shares their personal preference for Runway ML for its simplicity and variety of features, including text-to-video generation and image-to-image generation. The paragraph also invites viewers to share any interesting tools or questions in the comments section, and concludes with a thank you and a goodbye note.

Mindmap

Keywords

💡AI Videos

AI videos refer to videos generated or manipulated using artificial intelligence. In the context of the video, AI videos are created using various technologies such as deep fakes, text-to-video generation, and animation. They are a hot trend in tech, showcasing the capabilities of AI in creating dynamic and realistic visual content.

💡Deep Fakes

Deep fakes are synthetic media in which a person's likeness is replaced with someone else's using AI. The video discusses deep fakes in the context of creating AI videos that appear realistic but are generated or altered by AI, which can be used for various purposes, including entertainment and potentially deceptive uses.

💡Stable Diffusion

Stable Diffusion is an open-source AI model for generating images from text descriptions. It plays a central role in the video as the underlying technology for creating AI videos. It is used to generate images that are then animated or integrated into videos, showcasing the power of AI in content creation.

💡AnimateDiff

AnimateDiff is a framework mentioned in the video for animating images. It is part of the process for creating AI videos, where static images generated by Stable Diffusion can be animated to create dynamic sequences, adding a layer of motion to the AI-generated content.

💡ComfyUI

ComfyUI is a node-based editor used in the video for editing and refining the AI-generated images and videos. It provides a user interface for managing the complex workflows involved in AI video creation, allowing users to adjust parameters and control the generation process more intuitively.

💡Runway ML

Runway ML is a hosted platform for machine learning models, including Stable Diffusion, which simplifies the process of creating AI videos. The video highlights Runway ML as an easier alternative to running your own instance of Stable Diffusion, offering a user-friendly interface for generating videos with AI.

💡Checkpoints

In the context of the video, checkpoints are snapshots of pre-trained models used to style the type of images generated by AI. They are crucial for customizing the output of AI video generation tools, allowing users to select different styles, such as Disney or Pixar cartoon styles, to influence the final output.

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💡Civit AI

Civit AI is a website mentioned in the video that offers pre-trained art styles for generating videos. It provides models that can be used with AI video generation tools like Runway ML, allowing users to apply different styles to their videos, such as anime or realistic styles, to create unique visuals.

💡Text-to-Video Generation

Text-to-video generation is a process described in the video where AI takes textual descriptions and generates corresponding videos. This technology is part of the advancements in AI video creation, enabling users to produce videos from written prompts, showcasing the versatility of AI in content generation.

💡Video-to-Video Generation

Video-to-video generation is a technique where AI takes an existing video and transforms it into a new style or format. The video discusses this in the context of modifying the style of an existing video using AI, such as changing a video to appear as if it's in a cyborg or machine robot style.

💡Deepfake Videos

Deepfake videos are synthetic videos created using AI to replace or superimpose the likeness of a person. The video mentions the use of tools like Wav2Lip for creating deepfake videos by synchronizing voice samples with the lip movements in a video, demonstrating the advanced capabilities of AI in video manipulation.

💡Replicate.to

Replicate.to is a platform mentioned for cloning voices and generating speech from text using AI models. It is showcased in the video as a tool for creating custom voiceovers for AI videos, allowing users to input text and produce audio files with cloned voices, enhancing the realism and interactivity of the videos.

💡Stable Diffusion XL Turbo

Stable Diffusion XL Turbo is an advancement over the original Stable Diffusion model, offering real-time text-to-image generation. The video highlights its ability to quickly generate images based on text prompts, such as changing a scene to include a cat playing with a ball, demonstrating the rapid evolution and increasing efficiency of AI in image and video creation.

Highlights

AI videos are a hot trend in tech, including deep fakes and animated videos.

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

Runway ml.com offers a hosted version of Stable Diffusion for easier use.

AnimateDiff is a framework for animating images.

ComfyUI is a node-based editor used in conjunction with Stable Diffusion.

Run Diffusion allows cloud-based, fully managed AI video generation.

Video AI generation can modify the style of existing videos using a JSON file.

Checkpoints are snapshots of pre-trained models that style the type of images generated.

Civit AI offers pre-trained art styles for video generation.

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

Mid Journey is an AI image generator that can be used in conjunction with Runway.

Wav to lip tools sync audio with video to create deep fake videos.

Replicate.to offers hosted machine learning models for voice cloning.

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

CLIPDROG provides a sample website for experimenting with Stable Diffusion XL Turbo.

ComfyUI GitHub has examples and workflows for those wanting to run their own nodes.

Runway ml.com is recommended for beginners due to its ease of use and creative tools.

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