Text2Video-Zero Model Card - ControlNet Canny Avatar Style

Text2Video-Zero is a zero-shot text to video generator. It can perform zero-shot text-to-video generation , Video Instruct Pix2Pix (instruction-guided video editing), text and pose conditional video generation , text and canny-edge conditional video generation , and text, canny-edge and dreambooth conditional video generation . For more information about this work, please have a look at our paper and our demo: Our code works with any StableDiffusion base model.

This model provides DreamBooth weights for the Avatar style to be used with edge guidance (using ControlNet ) in text2video zero.

Weights for Text2Video-Zero

We converted the original weights into diffusers and made them usable for ControlNet with edge guidance using: https://github.com/lllyasviel/ControlNet/discussions/12 .

Model Details

• Developed by: Levon Khachatryan, Andranik Movsisyan, Vahram Tadevosyan, Roberto Henschel, Zhangyang Wang, Shant Navasardyan and Humphrey Shi

• Model type: Dreambooth text-to-image and text-to-video generation model with edge control for text2video zero

• Language(s): English

• License: The CreativeML OpenRAIL M license .

• Model Description: This is a model for text2video zero with edge guidance and avatar style. It can be used also with ControlNet in a text-to-image setup with edge guidance.

• DreamBoth Keyword: avatar style

• Resources for more information: GitHub , Paper , CIVITAI .

• Cite as:

  @article{text2video-zero,
    title={Text2Video-Zero: Text-to-Image Diffusion Models are Zero-Shot Video Generators},
    author={Khachatryan, Levon and Movsisyan, Andranik and Tadevosyan, Vahram and Henschel, Roberto and Wang, Zhangyang and Navasardyan, Shant and Shi, Humphrey},
    journal={arXiv preprint arXiv:2303.13439},
    year={2023}
  }
  

Original Weights

The Dreambooth weights for the Avatar style were taken from CIVITAI .

Model Details

• Developed by: Quiet_Joker (Username listed on CIVITAI)
• Model type: Dreambooth text-to-image generation model
• Language(s): English
• License: The CreativeML OpenRAIL M license .
• Model Description: This is a model that was created using DreamBooth to generate images with avatar style, based on text prompts.
• DreamBoth Keyword: avatar style
• Resources for more information: CIVITAI .

Biases content acknowledgement:

Beware that Text2Video-Zero may output content that reinforces or exacerbates societal biases, as well as realistic faces, pornography, and violence. Text2Video-Zero in this demo is meant only for research purposes.

Citation

  @article{text2video-zero,
    title={Text2Video-Zero: Text-to-Image Diffusion Models are Zero-Shot Video Generators},
    author={Khachatryan, Levon and Movsisyan, Andranik and Tadevosyan, Vahram and Henschel, Roberto and Wang, Zhangyang and Navasardyan, Shant and Shi, Humphrey},
    journal={arXiv preprint arXiv:2303.13439},
    year={2023}
  }