Layout-guided text-to-3D generation has significantly advanced the controllable synthesis of multi-object scenes. However, existing methods still struggle to maintain consistent and precise spatial relationships, frequently exhibiting inaccurate relative positions and ambiguous object orientations. To bridge this gap,...
Qin-Hong Du, Xiao Cai, Pengpeng Zeng et al.· 0 citations
Cross-object alignment among geometrically similar interaction regions during training enables structures on unseen objects that resemble previously observed ones to produce representations similar to those learned during training, facilitating target-region recognition.
Despite progress in vision-language models, 3D spatial reasoning from 2D images remains challenging. Text-based methods describe intermediate geometry with discrete tokens, limiting fidelity for continuous spatial relations. Continuous latents offer richer representations, but a single latent type does not explicitly s...
Ya-Kun Zhu, Yi Bin, Yu-Juan Ding et al.· 0 citations
This survey establishes workload-level boundaries and connects system architecture, competence acquisition, and evaluation through a seven-dimensional terminal competence profile, and provides a unified basis for studying terminal-mediated agency across software engineering and emerging application domains.
Yi Bin, Xiao-Yang Yuan, Hao Zeng et al.· 1 citation
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