MCGS-SLAM

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

Anonymous Author
Code and data [Available Upon Acceptance]

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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"lilly Schonauer" Weiberhaushalt(2013) < Linux Authentic >

Unlike other romance series like Rosamunde Pilcher or Inga Lindström, "Lilly Schönauer" is a pseudonym ; there is no single author or specific book for this title. The script for this episode was written by Anna Morgenrot . Production Company: Produced by Graf Film . Director: Directed by Karola Hattop . Plot Summary

The story follows (Mira Bartuschek), an interior designer living in Graz who wants to return to her career after taking a break for her young son, Jonas. "Lilly Schönauer" Weiberhaushalt (TV Episode 2013) - IMDb

"Lilly Schönauer: Weiberhaushalt" is a German-Austrian television drama and romance film released in 2013. It is the 14th episode of the Lilly Schönauer TV series.

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

Unlike other romance series like Rosamunde Pilcher or Inga Lindström, "Lilly Schönauer" is a pseudonym ; there is no single author or specific book for this title. The script for this episode was written by Anna Morgenrot . Production Company: Produced by Graf Film . Director: Directed by Karola Hattop . Plot Summary

The story follows (Mira Bartuschek), an interior designer living in Graz who wants to return to her career after taking a break for her young son, Jonas. "Lilly Schönauer" Weiberhaushalt (TV Episode 2013) - IMDb "Lilly Schonauer" Weiberhaushalt(2013)

"Lilly Schönauer: Weiberhaushalt" is a German-Austrian television drama and romance film released in 2013. It is the 14th episode of the Lilly Schönauer TV series. Unlike other romance series like Rosamunde Pilcher or

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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