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Jian-Min Li

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Preprint Aug 2026

PoseAdapter: Dual-Stream 2.5D Controllable Image Generation for Complex Multi-Object Scenes

PoseAdapter, a lightweight framework for high-fidelity 2.5D controllable image generation, and a Context-Aware Dual-Stream Representation, to resolve the generative trade-off between strict instance isolation and global coherence.

Yu-Feng Chi, Hui-Min Ma, Fan Gao et al. · 0 citations

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