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CAT4D: Create Anything in 4D with Multi-View Video Diffusion Models

CAT4D: Create Anything in 4D with Multi-View Video Diffusion Models

来源:Arxiv_logoArxiv
英文摘要

We present CAT4D, a method for creating 4D (dynamic 3D) scenes from monocular video. CAT4D leverages a multi-view video diffusion model trained on a diverse combination of datasets to enable novel view synthesis at any specified camera poses and timestamps. Combined with a novel sampling approach, this model can transform a single monocular video into a multi-view video, enabling robust 4D reconstruction via optimization of a deformable 3D Gaussian representation. We demonstrate competitive performance on novel view synthesis and dynamic scene reconstruction benchmarks, and highlight the creative capabilities for 4D scene generation from real or generated videos. See our project page for results and interactive demos: https://cat-4d.github.io/.

Jonathan T. Barron、Ruiqi Gao、Aleksander Holynski、Changxi Zheng、Rundi Wu、Alex Trevithick、Ben Poole

计算技术、计算机技术

Jonathan T. Barron,Ruiqi Gao,Aleksander Holynski,Changxi Zheng,Rundi Wu,Alex Trevithick,Ben Poole.CAT4D: Create Anything in 4D with Multi-View Video Diffusion Models[EB/OL].(2024-11-27)[2025-08-02].https://arxiv.org/abs/2411.18613.点此复制

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