Generating motion sequences conforming to a target style while adhering to the given content prompts requires accommodating both the content and style. In existing methods, the information usually only flows from style to content, which may cause conflict between the style and content, harming the integration. Differen...
Zhe Li, Yi-Sheng He, Lei Zhong et al.· IEEE Transactions on Image P...· 19 citations· ⚡2
PXDepth is a discriminative monocular depth model that separates global context modeling from pixel-level depth prediction, and combines faithful local geometry with competitive global depth accuracy while remaining efficient at inference.
Zhi-Yuan Yuan, Guanying Chen, Lingteng Qiu et al.· 1 citation
This work builds a bidirectional control flow between the style and the content, also adjusting the style towards the content, in which case the style-content collision is alleviated and the dynamics of the style is better preserved in the integration.
Zhe Li, Yisheng He, Lei Zhong et al.· arXiv.org· 0 citations
Glob3R is presented, a global SfM-style reconstruction built on 3D foundation models to explicitly optimize feed-forward geometric predictions, and consistently improves over feed-forward foundation-model baselines and recent scalable reconstruction methods, while being more robust than classical SfM pipelines.
SpatialCrafter is presented, a novel two-stage framework that addresses explorable image-to-scene generation issues by introducing a global 3D proxy for high-fidelity image-to-scene generation and appearance refinement and introduces Parallel Geometry Injection and Proxy-Aware Corruption training strategies.
Chuan Fang, Lingteng Qiu, Yixun Liang et al.· 1 citation
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