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Author

Zehuan Huang

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Preprint Sep 2026

Mira-Scene: Pixel-Aligned Layouts for Generative 3D Scene Reconstruction

Single-image 3D object generation can now produce high-fidelity assets, yet accurately placing them into a coherent scene layout remains an open challenge. A central difficulty lies in how object layout is represented. Holistic methods absorb placement into a scene-level generation process, sacrificing object-level det...

Yang-Tian Sun, Tian-Jia Liu, Zehuan Huang et al. · 0 citations
Preprint Sep 2026

Learning 3D Editing without Paired Supervision via Generative Prior Distillation

Instruction-guided 3D editing is essential for interactive content creation, yet it faces a significant bottleneck: the severe scarcity of high-quality paired training data. Existing approaches attempt to bypass this by either relying on slow test-time optimization or training on pseudo-pairs constructed via complex pi...

Hao Wen, Wei-Bin Yun, Hongxing Fan et al. · 0 citations

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