تقرير
Image Conductor: Precision Control for Interactive Video Synthesis
| العنوان: | Image Conductor: Precision Control for Interactive Video Synthesis |
|---|---|
| المؤلفون: | Li, Yaowei, Wang, Xintao, Zhang, Zhaoyang, Wang, Zhouxia, Yuan, Ziyang, Xie, Liangbin, Zou, Yuexian, Shan, Ying |
| سنة النشر: | 2024 |
| المجموعة: | Computer Science |
| مصطلحات موضوعية: | Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence, Computer Science - Multimedia |
| الوصف: | Filmmaking and animation production often require sophisticated techniques for coordinating camera transitions and object movements, typically involving labor-intensive real-world capturing. Despite advancements in generative AI for video creation, achieving precise control over motion for interactive video asset generation remains challenging. To this end, we propose Image Conductor, a method for precise control of camera transitions and object movements to generate video assets from a single image. An well-cultivated training strategy is proposed to separate distinct camera and object motion by camera LoRA weights and object LoRA weights. To further address cinematographic variations from ill-posed trajectories, we introduce a camera-free guidance technique during inference, enhancing object movements while eliminating camera transitions. Additionally, we develop a trajectory-oriented video motion data curation pipeline for training. Quantitative and qualitative experiments demonstrate our method's precision and fine-grained control in generating motion-controllable videos from images, advancing the practical application of interactive video synthesis. Project webpage available at https://liyaowei-stu.github.io/project/ImageConductor/ Comment: Project webpage available at https://liyaowei-stu.github.io/project/ImageConductor/ |
| نوع الوثيقة: | Working Paper |
| URL الوصول: | http://arxiv.org/abs/2406.15339 |
| رقم الأكسشن: | edsarx.2406.15339 |
| قاعدة البيانات: | arXiv |
| الوصف غير متاح. |