🔥 Key Innovations: 1️⃣ First to adapt SD for direct textured mesh generation (1-2s inference) 2️⃣ Novel teacher-student framework leveraging multi-view diffusion models ([MVDream](https://arxiv.org/abs/2308.16512) & [RichDreamer](https://arxiv.org/abs/2311.16918)) 3️⃣ Parameter-efficient tuning - only +2.6% params over base SD 4️⃣ 3D data-free training liberates model from dataset constraints
💡 Why matters? → A novel 3D-Data-Free paradigm → Outperforms data-driven methods on creative concept generation → Unlocks web-scale text corpus for 3D content creation