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.

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Chak De India, a highly acclaimed sports drama film directed by Shimi Saravanan and produced by Yash Johar under Dharma Productions, has been a significant success since its release in 2007. Starring Shah Rukh Khan in the lead role as Kabir Khan, the movie tells an inspiring story of India's national field hockey team's journey to success under the coaching of a former hockey player. Given its popularity, it's no surprise that many fans look for ways to download or stream Chak De India online. This blog post aims to provide information on how one might attempt to download the movie via platforms like Filmyzilla, while also discussing the legal and ethical implications of such actions.


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

Chak De India, a highly acclaimed sports drama film directed by Shimi Saravanan and produced by Yash Johar under Dharma Productions, has been a significant success since its release in 2007. Starring Shah Rukh Khan in the lead role as Kabir Khan, the movie tells an inspiring story of India's national field hockey team's journey to success under the coaching of a former hockey player. Given its popularity, it's no surprise that many fans look for ways to download or stream Chak De India online. This blog post aims to provide information on how one might attempt to download the movie via platforms like Filmyzilla, while also discussing the legal and ethical implications of such actions.


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.
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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.
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