@article{uniforwardunified3dsceneandsemantic, title = {UniForward: Unified 3D Scene and Semantic Field Reconstruction via Feed-Forward Gaussian Splatting from Only Sparse-View Images}, author = {Qijian Tian and Xin Tan and Jingyu Gong and Yuan Xie and Lizhuang Ma}, year = {2025}, eprint = {2506.09378}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.09378v1}, }