UV-SLAM: Unconstrained Line-Based SLAM Using Vanishing Points for Structural Mapping

We propose UV-SLAM, a line-based visual SLAM framework that incorporates vanishing point measurements as optimization residuals to resolve line degeneracy and ensure full observability, improving localization accuracy and structural mapping quality without imposing Manhattan-world assumptions.