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Author

Juanxi Tian

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Preprint Aug 2026

PixelControl: Fine-Grained Condition Fidelity in Text-to-Image Diffusion

Experiments show that PixelControl improves structural fidelity and visual quality over existing controllable generation methods, with especially strong gains on boundaries and medium/small conditioned regions.

Xin Lin, Haodong Li, Zhifei Zhang et al. · 0 citations
Jul 2026

VideoCoCo: Code-as-CoT for Physically-Consistent Video Generation via an Agentic Dual-Engine System

VideoCoCo, an agentic dual-engine framework in which executable Blender code serves as a process-level chain of thought, demonstrates that executable code provides an effective, controllable, and inspectable intermediate representation for physically consistent video generation.

Haodong Li, Tianfei Ren, Xiaoxiao Ma et al. · 8 citations

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