Driving world models learn rich predictive representations of the surrounding environment from visual observations, yet accurate visual prediction does not necessarily translate into effective trajectory planning. We argue that a key bottleneck lies in the mismatch between visual world states and raw geometric trajecto...
Ming-Kai Jia, Jia-Xin Guo, Zhi-Jian Shu et al.· 0 citations
This work proposes Robust Semantic-aware Gaussian Splatting SLAM (RoSe-SLAM), to address the dynamic challenge by a holistic semantic scene understanding from uncalibrated monocular inputs, achieving accurate camera tracking and high-quality geometry reconstruction.
Wen-Ting Wang, Jia-Xin Guo, Wen-Zhen Dong et al.· 0 citations
This work proposes SaLon3R, a novel framework for Structure-aware, Long-term 3DGS Reconstruction that effectively prunes the redundant 3DGS and resolves artifacts in a single feed-forward pass, and introduces a 3D Point Transformer to overcome geometric inconsistencies caused by long-term accumulative errors.
Jiaxin Guo, Tongfan Guan, Wen-Zhen Dong et al.· International Journal of Com...· 5 citations· ⚡1
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