

Slicedit
Overview :
Slicedit is a zero-shot video editing technique that utilizes text-to-image diffusion models coupled with spatiotemporal slicing to enhance temporal consistency in video editing. This technology preserves the original video's structure and motion while adhering to the target text description. Extensive experiments have demonstrated Slicedit's significant advantages in editing real-world videos.
Target Users :
Slicedit is designed for video editors, content creators, and researchers who need a powerful tool capable of precisely controlling video content and style. This technology simplifies the video editing process, enabling even users without professional video editing skills to easily create high-quality video content.
Use Cases
Edit a video of a person jumping to a humanoid robot jumping.
Edit a video of a cat sunbathing in a meadow to a cheetah sunbathing in a meadow.
Edit a video of a herd of cows grazing to a herd of sheep grazing.
Features
Processes spatial and spatiotemporal slices using a pre-trained text-to-image diffusion model.
Extracts noisy volumes and attention maps through DDPM inversion.
Injects expanded attention maps at specific time steps to enhance temporal consistency.
Performs inversion and sampling under the conditioning of both source and target text prompts.
Combines the two predicted noise volumes to generate the final predicted noise volume.
Editing examples include transforming human actions into robotic actions, and modifying animals and objects.
Compares with other video editing techniques to showcase Slicedit's advantages.
How to Use
Visit the Slicedit website and learn about the basic features.
Read the paper and supplementary materials for in-depth technical details.
Review the editing examples to understand the types of video transformations Slicedit can achieve.
Compare Slicedit with other video editing technologies to understand its differences and advantages.
Choose suitable video editing tasks based on your needs and apply Slicedit.
Utilize the provided code (coming soon) to practice and customize your video editing process.
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