DynamiCrafter_512_Interp

DynamiCrafter (320x512) Generative Frame Interpolation / Looping Video Generation Model Card

Generative Frame Interpolation

Looping Video Generation

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This is a video diffusion model that takes in a single or two still images as a conditioning <br> image and text prompt describing dynamics, and generates looping videos or interpolation from them.

Model Details

Model Description

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DynamiCrafter, a (Text-)Image-to-Video/Image Animation approach, aims to generate <br> short video clips (~2 seconds) from a conditioning image and text prompt.

This model was trained to generate 16 video frames at a resolution of 320x512 <br> given a context frame of the same resolution.

• Developed by: CUHK & Tencent AI Lab
• Funded by: CUHK & Tencent AI Lab
• Model type: Generative frame interpolation and looping video generation
• Finetuned from model: VideoCrafter1 (320x512)

Model Sources

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For research purpose, we recommend our Github repository (https://github.com/Doubiiu/DynamiCrafter), <br> which includes the detailed implementations.

• Repository: https://github.com/Doubiiu/DynamiCrafter
• Paper: https://arxiv.org/abs/2310.12190

Uses

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Direct Use

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We develop this repository for RESEARCH purposes, so it can only be used for personal/research/non-commercial purposes.

Limitations

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• The generated videos are relatively short (2 seconds, FPS=8).
• The model cannot render legible text.
• Faces and people in general may not be generated properly.
• The autoencoding part of the model is lossy, resulting in slight flickering artifacts.

How to Get Started with the Model

Check out https://github.com/Doubiiu/DynamiCrafter