Summary of Dreamfactory: Pioneering Multi-scene Long Video Generation with a Multi-agent Framework, by Zhifei Xie et al.
DreamFactory: Pioneering Multi-Scene Long Video Generation with a Multi-Agent Framework
by Zhifei Xie, Daniel Tang, Dingwei Tan, Jacques Klein, Tegawend F. Bissyand, Saad Ezzini
First submitted to arxiv on: 21 Aug 2024
Categories
- Main: Artificial Intelligence (cs.AI)
- Secondary: Computation and Language (cs.CL); Computer Vision and Pattern Recognition (cs.CV); Software Engineering (cs.SE)
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| Summary difficulty | Written by | Summary |
|---|---|---|
| High | Paper authors | High Difficulty Summary Read the original abstract here |
| Medium | GrooveSquid.com (original content) | Medium Difficulty Summary A machine learning-based framework called DreamFactory is introduced to tackle the challenge of generating longer, multi-scene videos that are realistic and stylistically consistent. The framework leverages principles of multi-agent collaboration and a Key Frames Iteration Design Method to ensure consistency across long videos, while utilizing Chain of Thought (COT) to address uncertainties in large language models. DreamFactory generates complex, long-form videos with high-quality visuals and audio. Novel evaluation metrics are proposed, including Cross-Scene Face Distance Score and Cross-Scene Style Consistency Score, to assess the quality of these generated videos. To further advance research in this area, a Multi-Scene Videos Dataset containing over 150 human-rated videos is contributed. |
| Low | GrooveSquid.com (original content) | Low Difficulty Summary DreamFactory is a new way to make long, multi-scene videos that look and feel real. Right now, computers are great at making short, simple videos, but they struggle when it comes to longer, more complicated videos. DreamFactory helps by working together with other “agents” and using a special design method to make sure the video looks good from start to finish. It also uses a technique called Chain of Thought to figure out what to do when there’s uncertainty. This means that DreamFactory can generate complex, long-form videos with great visuals and audio. To help others do research in this area, a big dataset of over 150 human-rated videos is being shared. |
Keywords
* Artificial intelligence * Machine learning
