MCGS-SLAM

A Multi-Camera SLAM Framework Using Gaussian Splatting for High-Fidelity Mapping

Anonymous Author

SLAM System Pipeline

Our method performs real-time SLAM by fusing synchronized inputs from a multi-camera rig into a unified 3D Gaussian map. It first selects keyframes and estimates depth and normal maps for each camera, then jointly optimizes poses and depths via multi-camera bundle adjustment and scale-consistent depth alignment. Refined keyframes are fused into a dense Gaussian map using differentiable rasterization, interleaved with densification and pruning. An optional offline stage further refines camera trajectories and map quality. The system supports RGB inputs, enabling accurate tracking and photorealistic reconstruction.

Right Image

Download -18 - Sleeping Beauty -2011- Unrated E... -

What's the significance of the title in relation to the film's themes?

What are some visual or stylistic elements that contribute to the film's unsettling or dreamlike tone?

Julia Leigh's 2011 Australian drama Sleeping Beauty , starring Emily Browning, explores themes of agency and objectification through the story of a university student who takes a job in a secretive, high-end establishment. The film, noted for its clinical cinematography and polarized critical reception, often carries an unrated designation due to its mature themes. What are some critiques of the film's themes?


Analysis of Single-Camera and Multi-Camera SLAM (Mapping)

What's the significance of the title in relation to the film's themes?

What are some visual or stylistic elements that contribute to the film's unsettling or dreamlike tone?

Julia Leigh's 2011 Australian drama Sleeping Beauty , starring Emily Browning, explores themes of agency and objectification through the story of a university student who takes a job in a secretive, high-end establishment. The film, noted for its clinical cinematography and polarized critical reception, often carries an unrated designation due to its mature themes. What are some critiques of the film's themes?


Analysis of Single-Camera and Multi-Camera SLAM (Tracking)

In this section, we benchmark tracking accuracy across eight driving sequences from the Waymo dataset (Real World). MCGS-SLAM achieves the lowest average ATE, significantly outperforming single-camera methods.
Right Image

We further evaluate tracking on four sequences from the Oxford Spires dataset (Real World). MCGS-SLAM consistently yields the best performance, demonstrating robust trajectory estimation in large-scale outdoor environments.
Right Image

Right Image