InfiniDream is a VLM-driven framework for generating photorealistic 3D worlds. The method includes symbolically constrained asset generation that preserves editability and diversity, as well as an end-to-end text-to-world pipeline for constructing large-scale worlds with precise object placement.
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Could be useful for game development and synthetic data creation where high realism and diversity of 3D assets are required.
This work introduces Scene-Designer, an agentic framework that learns design intelligence through complementary design and critique experiences. Two datasets, Scene-OTA-35K and Scene-OTC-15K, were created for scene design and quality critique. A Scene-GRPO methodology was proposed to improve design decisions and reduce unnecessary corrections. Experiments demonstrate superior performance in physical validity, functional correctness, and layout coherence.
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6 days ago