Phenaki
A model for generating videos from text, with prompts that can change over time, and videos that can be as long as multiple minutes.
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Phenaki is a model capable of generating realistic videos from a sequence of textual prompts. It is particularly challenging to generate videos from text due to the computational cost, limited quantities of high-quality text-video data, and variable length of videos. To address these issues, Phenaki introduces a new causal model for learning video representation, which compresses the video to a small representation of discrete tokens. This tokenizer uses causal attention in time, which allows it to work with variable-length videos. To generate video tokens from text, Phenaki uses a bidirectional masked transformer conditioned on pre-computed text tokens. The generated video tokens are subsequently de-tokenized to create the actual video. To address data issues, Phenaki demonstrates how joint training on a large corpus of image-text pairs as well as a smaller number of video-text examples can result in generalization beyond what is available in the video datasets. Compared to previous video generation methods, Phenaki can generate arbitrarily long videos conditioned on a sequence of prompts (i.e., time-variable text or a story) in an open domain. To the best of our knowledge, this is the first time a paper studies generating videos from time-variable prompts. In addition, the proposed video encoder-decoder outperforms all per-frame baselines currently used in the literature in terms of spatio-temporal quality and the number of tokens per video.
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Features
- Generates realistic videos from text prompts
- Handles variable-length videos
- Uses a causal model for learning video representation
- Uses a bidirectional masked transformer to generate video tokens from text
- Can be trained on a large corpus of image-text pairs and a smaller number of video-text examples
Advantages
- Can generate arbitrarily long videos
- Can be conditioned on a sequence of prompts (i.e., time-variable text or a story)
- Outperforms all per-frame baselines currently used in the literature in terms of spatio-temporal quality and the number of tokens per video
- Can be used to generate videos for a variety of applications, such as entertainment, education, and marketing
Disadvantages
- Can be computationally expensive to train
- Requires a large amount of data to train well
- Can be difficult to control the style and quality of the generated videos
Frequently Asked Questions
-
Q:What is Phenaki?
A:Phenaki is a model capable of generating realistic videos from a sequence of textual prompts. -
Q:How does Phenaki work?
A:Phenaki uses a causal model for learning video representation, which compresses the video to a small representation of discrete tokens. This tokenizer uses causal attention in time, which allows it to work with variable-length videos. To generate video tokens from text, Phenaki uses a bidirectional masked transformer conditioned on pre-computed text tokens. The generated video tokens are subsequently de-tokenized to create the actual video. -
Q:What are the advantages of Phenaki?
A:Phenaki can generate arbitrarily long videos, can be conditioned on a sequence of prompts (i.e., time-variable text or a story), outperforms all per-frame baselines currently used in the literature in terms of spatio-temporal quality and the number of tokens per video, and can be used to generate videos for a variety of applications, such as entertainment, education, and marketing. -
Q:What are the disadvantages of Phenaki?
A:Phenaki can be computationally expensive to train, requires a large amount of data to train well, and can be difficult to control the style and quality of the generated videos.
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Phenaki
Phenaki is a model capable of generating realistic videos from a sequence of textual prompts. It is particularly challenging to generate videos from text due to the computational cost, limited quantities of high-quality text-video data, and variable length of videos. To address these issues, Phenaki introduces a new causal model for learning video representation, which compresses the video to a small representation of discrete tokens. This tokenizer uses causal attention in time, which allows it to work with variable-length videos. To generate video tokens from text, Phenaki uses a bidirectional masked transformer conditioned on pre-computed text tokens. The generated video tokens are subsequently de-tokenized to create the actual video. To address data issues, Phenaki demonstrates how joint training on a large corpus of image-text pairs as well as a smaller number of video-text examples can result in generalization beyond what is available in the video datasets. Compared to previous video generation methods, Phenaki can generate arbitrarily long videos conditioned on a sequence of prompts (i.e., time-variable text or a story) in an open domain. To the best of our knowledge, this is the first time a paper studies generating videos from time-variable prompts. In addition, the proposed video encoder-decoder outperforms all per-frame baselines currently used in the literature in terms of spatio-temporal quality and the number of tokens per video.
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John Yagiz Animation Showcase
The website seems to be a personal webpage showcasing animations by John Yagiz. It appears to be a platform where the artist displays their animated work. Users can explore various animations created by John Yagiz on this website.
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Meta FAIR
Meta FAIR is an AI tool that transforms static sketches into lively animations. The website offers AI demos showcasing animated drawings. Users can experience the magic of bringing their drawings to life through this innovative tool. Meta FAIR provides a user-friendly platform for creating engaging animations from simple sketches, making it accessible to both beginners and professionals in the animation field.
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Rokoko
Rokoko is a provider of intuitive and affordable motion capture tools for character animation. Their tools include the Full Performance Capture system with the Smartsuit Pro II, Smartgloves, Coil Pro, Face Capture, and Headcam. Rokoko also offers Rokoko Vision, an AI mocap solution. The company aims to streamline the motion capture process for creators in animation, film, VFX, game development, AR, VR, academia, and education.
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Motorica
Motorica is a cutting-edge AI tool designed to revolutionize animation creation by offering a Generative AI mocap actor. This tool allows users to craft AAA animation in minutes without the need for capture or cleanup, enabling effortless animation production. With Motorica, animators can bring their creations to life quickly and efficiently, saving time and resources in the process.
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AI Image to Music Generator
AI Image to Music Generator is a tool that uses artificial intelligence to convert images into music. It analyzes various visual elements in the image using computer vision and generates diverse musical compositions in different genres and styles. The tool offers a simple operation interface, fast generation process, and no login requirement, allowing users the freedom to experiment with music creation. It has applications in media & entertainment, advertising & marketing, personalized gifts, therapeutic use, education, and casual creativity.
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John Yagiz Animation Portfolio
The website is a personal portfolio of John Yagiz, showcasing his animation work. It features a collection of animated projects created by John Yagiz, demonstrating his skills and creativity in the field of animation.
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EbSynth
EbSynth is an AI-powered tool that allows users to transform videos by painting over a single frame. It provides a faster, stronger, and easier way to bring paintings to animated life. Users can create unique and artistic video effects with ease. The tool is designed to streamline the process of video editing and animation by leveraging AI technology.
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Boords
Boords is a top-rated online storyboarding software designed to make planning video projects a joy, not a job. With features like AI image generation, AI script generator, automatic frame numbering, real-time collaboration, and logical file names with version control, Boords streamlines the pre-production process for creative teams. It offers seamless collaboration, creativity-enabling AI tools, and efficient client sign-off processes. Trusted by over 700,000 professionals, Boords helps users create easy-to-use, professional storyboards quickly and efficiently.
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Kubee
Kubee is a platform that allows users to create digital avatars and interact with each other. It uses AI to generate realistic avatars and animate them in real-time. Kubee also allows users to create and share their own virtual worlds, and to mint NFTs of their avatars and creations. The platform is designed to be a social space where users can connect with each other and express themselves creatively.
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Unboring
Unboring is an online face swapping and photo animation tool that allows users to create funny and unique videos and images. With Unboring, users can swap faces, animate photos, transform videos, and restyle images. Unboring also offers a variety of AI-powered features, such as the AI Anime Filter, which can transform photos into anime-style portraits. Unboring is easy to use and requires no professional editing skills. It is available as a web app and as a mobile app for iOS and Android.
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Waifu Labs
Waifu Labs is a state-of-the-art AI that draws custom anime portraits. It uses machine learning to figure out your preferences and create a perfect character illustration in 4 easy steps. It's totally free to use and you can even use your character in a game called Arrowmancer.
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Promethean AI
Promethean AI is an AI-powered creative assistant that helps teams create digital art and assets more efficiently. It offers a range of features including asset management, world building, and enterprise features. Promethean AI is used by a variety of industries including outsourcing, asset production, architectural visualization, games, and film.
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NokémonAI
NokémonAI is a web-based application that allows users to generate their own Fakémon using artificial intelligence. Users can select from a variety of options to customize their Fakémon, including its type, appearance, and abilities. The application then uses AI to generate a unique Fakémon design. NokémonAI is a fun and creative way to explore the world of Pokémon and create your own unique creatures.
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Yodayo
Yodayo is an AI-enabled creative platform for anime fandom. It is a place where anime fans can share and create more of what they love. The platform includes an AI Art Tavern, where users can create and share AI-generated anime art. Yodayo also hosts contests and provides guides for creating anime art.
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Avaturn
Avaturn is a realistic 3D avatar creator that uses generative AI to turn a 2D photo into a recognizable and realistic 3D avatar. With endless options for avatar customization, you can create a unique look for each and everyone. Export your avatar as a 3D model and load it in Blender, Unity, Unreal Engine, Maya, Cinema4D, or any other 3D environment. The avatars come with a standard humanoid body rig, ARKit blendshapes, and visemes. They are compatible with Mixamo animations and VTubing software.
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Canvers
Canvers is an AI-powered image editing tool that allows users to generate images from text prompts, edit photos, and create videos. It offers a variety of features, including the ability to convert images to videos, add filters and effects, and create custom animations.
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Polyhive
Polyhive is a generative AI platform that empowers 3D professionals to create high-quality 3D models, textures, and animations with unprecedented speed and ease. Its advanced algorithms and intuitive interface make it accessible to artists of all skill levels, enabling them to push the boundaries of creativity and productivity.
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Plask Motion
Plask Motion is an AI-powered motion capture and animation tool that helps users create 3D animations quickly and easily. It is perfect for rapid prototyping and revolutionizing 3D workflows. Plask Motion is used by over 100,000 creators in gaming, film, virtual reality, and beyond.
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Animaker
Animaker is an online video-making platform that uses artificial intelligence (AI) to help users create animated and live-action videos. The platform offers a variety of features, including a character builder, a library of assets, and a range of video editing tools. Animaker is designed to be easy to use, even for beginners, and it offers a free plan that allows users to create videos without paying a subscription fee.
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Cube by CSM
Cube by CSM is a cutting-edge 3D GenAI designed for 3D artists, developers, tinkerers, game studios, and enterprises. It enables end-to-end 3D world generation from images, sketches, or text. With Cube, users can create 3D meshes, Gaussian splats, and animations within a unified world canvas. It also allows for the rendering of stylized worlds using a diffusion-based rendering engine. Additionally, Cube offers a range of animation options, including pre-made movements and custom animations created through text prompts. Users can also generate style-consistent 3D assets and characters from simple text prompts, choosing from a variety of community styles or creating their own. Cube has applications in product design, 3D printing, game development, and more.
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in3D
in3D is a next-generation avatar platform that allows users to create photorealistic avatars for the metaverse, games, and apps using just a phone camera. With in3D, users can easily create realistic and customizable avatars in just a minute. in3D's avatars can be easily integrated into any product or app, and can be exported in FBX, GLB, or USDZ formats. in3D also offers SDKs for Unreal Engine and Unity, making it easy to copy and paste avatars from the in3D app into any environment.
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Hentai Generator
Hentai Generator is a website that allows users to create AI-generated hentai images. Users can generate unique and high-quality hentai characters for free. The website also provides a variety of features, such as the ability to share generations on Twitter and the ability to add custom tags. Hentai Generator is a powerful tool that can be used to create a wide variety of hentai images.
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Cascadeur
Cascadeur is a standalone 3D software that lets you create keyframe animation, as well as clean up and edit any imported ones. Thanks to its AI-assisted and physics tools you can dramatically speed up the animation process and get high quality results. It works with .FBX, .DAE and .USD files making it easy to integrate into any animation workflow.
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Deep Anime
Deep Anime is an AI-powered art generator that allows users to create unique anime-style images from text prompts. With a vast database of anime-related images, Deep Anime can generate high-quality images that are both visually appealing and true to the anime aesthetic.