Stable Video Diffusion Img2vid Xt 1 1

🚀 Stable Video Diffusion 1.1 Image-to-Video Model Card

Stable Video Diffusion 1.1 is a diffusion model that generates videos from still images, offering potential for both non - commercial and commercial applications.

🚀 Quick Start

To get started with the model, check out https://github.com/Stability-AI/generative-models.

✨ Features

• Image - to - Video Generation: Takes a still image as a conditioning frame and generates a video from it.
• Fine - Tuned for Consistency: Fine - tuned from SVD Image - to - Video [25 frames] to improve output consistency at fixed conditions.

📚 Documentation

📋 Model Details

🔍 Model Description

(SVD 1.1) Image - to - Video is a latent diffusion model trained to generate short video clips from an image conditioning. This model was trained to generate 25 frames at a resolution of 1024x576 given a context frame of the same size, finetuned from SVD Image - to - Video [25 frames].

Fine tuning was performed with fixed conditioning at 6FPS and Motion Bucket Id 127 to improve the consistency of outputs without the need to adjust hyperparameters. These conditions are still adjustable and have not been removed. Performance outside of the fixed conditioning settings may vary compared to SVD 1.0.

🌐 Model Sources

For research purposes, we recommend our generative - models Github repository (https://github.com/Stability - AI/generative - models), which implements the most popular diffusion frameworks (both training and inference).

• Repository: https://github.com/Stability - AI/generative - models
• Paper: https://stability.ai/research/stable - video - diffusion - scaling - latent - video - diffusion - models - to - large - datasets

💡 Uses

📍 Direct Use

The model is intended for both non - commercial and commercial usage. You can use this model for non - commercial or research purposes under the following [license](https://huggingface.co/stabilityai/stable - video - diffusion - img2vid - xt - 1 - 1/blob/main/LICENSE). Possible research areas and tasks include:

• Research on generative models.
• Safe deployment of models which have the potential to generate harmful content.
• Probing and understanding the limitations and biases of generative models.
• Generation of artworks and use in design and other artistic processes.
• Applications in educational or creative tools.

⚠️ Important Note

For commercial use, please refer to https://stability.ai/membership.

❌ Out - of - Scope Use

The model was not trained to be factual or true representations of people or events, and therefore using the model to generate such content is out - of - scope for the abilities of this model. The model should not be used in any way that violates Stability AI's [Acceptable Use Policy](https://stability.ai/use - policy).

⚠️ Limitations and Bias

🚫 Limitations

• The generated videos are rather short (<= 4sec), and the model does not achieve perfect photorealism.
• The model may generate videos without motion, or very slow camera pans.
• The model cannot be controlled through text.
• The model cannot render legible text.
• Faces and people in general may not be generated properly.
• The autoencoding part of the model is lossy.

💡 Recommendations

The model is intended for both non - commercial and commercial usage.

📄 License

The model is released under the Stable Video Diffusion 1.1 Non - Commercial Research Community License.

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