SpaceTimePilot: Generative Rendering of Dynamic Scenes Across Space and Time

Reading time: 1 minute
...

๐Ÿ“ Original Info

  • Title: SpaceTimePilot: Generative Rendering of Dynamic Scenes Across Space and Time
  • ArXiv ID: 2512.25075
  • Date: 2025-12-31
  • Authors: Zhening Huang, Hyeonho Jeong, Xuelin Chen, Yulia Gryaditskaya, Tuanfeng Y. Wang, Joan Lasenby, Chun-Hao Huang

๐Ÿ“ Abstract

yet effective temporal-warping training scheme that repurposes existing multi-view datasets to mimic temporal differences. This strategy effectively supervises the model to learn temporal control and achieve robust space-time disentanglement. To further enhance the precision of dual control, we introduce two additional components: an improved camera-conditioning mechanism that allows altering the camera from the first frame, and Camร—Time, the first synthetic Space and Time full-coverage rendering dataset that provides fully free space-time video trajectories within a scene. Joint training on the temporal-warping scheme and the Camร—Time dataset yields more precise temporal control. We evaluate SpaceTimePilot on both real-world and synthetic data, demonstrating clear space-time disentanglement and strong results compared to prior work.

๐Ÿ“„ Full Content

...(๋ณธ๋ฌธ ๋‚ด์šฉ์ด ๊ธธ์–ด ์ƒ๋žต๋˜์—ˆ์Šต๋‹ˆ๋‹ค. ์‚ฌ์ดํŠธ์—์„œ ์ „๋ฌธ์„ ํ™•์ธํ•ด ์ฃผ์„ธ์š”.)

Start searching

Enter keywords to search articles

โ†‘โ†“
โ†ต
ESC
โŒ˜K Shortcut