Zhiyuan Ma PRO

ZhiyuanthePony
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3D Generation

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posted an update 2 days ago
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2119
🎉 Thrilled to share our #CVPR2025 accepted work:
Progressive Rendering Distillation: Adapting Stable Diffusion for Instant Text-to-Mesh Generation without 3D Data (2503.21694)

🔥 ​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

🌐 Project: https://theericma.github.io/TriplaneTurbo/
🎮 Demo: ZhiyuanthePony/TriplaneTurbo
💻 Code: https://github.com/theEricMa/TriplaneTurbo