arXiv Open Access 2023

Digital Life Project: Autonomous 3D Characters with Social Intelligence

Zhongang Cai Jianping Jiang Zhongfei Qing Xinying Guo Mingyuan Zhang +18 lainnya
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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)

Z

Zhongang Cai

J

Jianping Jiang

Z

Zhongfei Qing

X

Xinying Guo

M

Mingyuan Zhang

Z

Zhengyu Lin

H

Haiyi Mei

C

Chen Wei

R

Ruisi Wang

W

Wanqi Yin

X

Xiangyu Fan

H

Han Du

L

Liang Pan

P

Peng Gao

Z

Zhitao Yang

Y

Yang Gao

J

Jiaqi Li

T

Tianxiang Ren

Y

Yukun Wei

X

Xiaogang Wang

C

Chen Change Loy

L

Lei Yang

Z

Ziwei Liu

Format Sitasi

Cai, Z., Jiang, J., Qing, Z., Guo, X., Zhang, M., Lin, Z. et al. (2023). Digital Life Project: Autonomous 3D Characters with Social Intelligence. https://arxiv.org/abs/2312.04547

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Tahun Terbit
2023
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arXiv
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