Digital Life Project: Autonomous 3D Characters with Social Intelligence
Abstrak
In this work, we present Digital Life Project, a framework utilizing language as the universal medium to build autonomous 3D characters, who are capable of engaging in social interactions and expressing with articulated body motions, thereby simulating life in a digital environment. Our framework comprises two primary components: 1) SocioMind: a meticulously crafted digital brain that models personalities with systematic few-shot exemplars, incorporates a reflection process based on psychology principles, and emulates autonomy by initiating dialogue topics; 2) MoMat-MoGen: a text-driven motion synthesis paradigm for controlling the character's digital body. It integrates motion matching, a proven industry technique to ensure motion quality, with cutting-edge advancements in motion generation for diversity. Extensive experiments demonstrate that each module achieves state-of-the-art performance in its respective domain. Collectively, they enable virtual characters to initiate and sustain dialogues autonomously, while evolving their socio-psychological states. Concurrently, these characters can perform contextually relevant bodily movements. Additionally, a motion captioning module further allows the virtual character to recognize and appropriately respond to human players' actions. Homepage: https://digital-life-project.com/
Penulis (23)
Zhongang Cai
Jianping Jiang
Zhongfei Qing
Xinying Guo
Mingyuan Zhang
Zhengyu Lin
Haiyi Mei
Chen Wei
Ruisi Wang
Wanqi Yin
Xiangyu Fan
Han Du
Liang Pan
Peng Gao
Zhitao Yang
Yang Gao
Jiaqi Li
Tianxiang Ren
Yukun Wei
Xiaogang Wang
Chen Change Loy
Lei Yang
Ziwei Liu
Akses Cepat
- Tahun Terbit
- 2023
- Bahasa
- en
- Sumber Database
- arXiv
- Akses
- Open Access ✓