UniVerse3D: Emerging Properties of Unified Multimodal Models in 3D Understanding and Generation

Junliang Ye, Zehuan Huang, Yansong Qu, Chunshi Wang, Yunhan Yang, Yang Li, Yawei Luo, Zhuo Chen, Sheng Lu, Jun Zhu, Chunchao Guo

CVPR Findings2026

UniVerse3D: Emerging Properties of Unified Multimodal Models in 3D Understanding and Generation

Junliang Ye, Zehuan Huang, Yansong Qu, Chunshi Wang, Yunhan Yang, Yang Li, Yawei Luo, Zhuo Chen, Sheng Lu, Jun Zhu, Chunchao Guo

Ask Lune

Abstract

While unified multimodal models have made progress in the 2D domain, extending this paradigm to 3D remains in its nascent stages, hindered by data scarcity, high generative complexity, and the lack of well-aligned semantic representations. To address these challenges,