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cs.CV2026
SceneConductor: 3D Scene Generation from a Single Image with Multi-Agent Orchestration
Jeonghwan Kim, Yushi Lan, Yongwei Chen +3
Generating complete 3D scenes from a single image requires inferring globally consistent geometry, object relationships, and environmental context from inherently ambiguous visual…
cs.CV2026
Omni123: Exploring 3D Native Foundation Models with Limited 3D Data by Unifying Text to 2D and 3D Generation
Chongjie Ye, Cheng Cao, Chuanyu Pan +4
Recent multimodal large language models have achieved strong performance in unified text and image understanding and generation, yet extending such native capability to 3D remains…