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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Dj_dark_at_radio_podcast_01_october_2022

: Several tracks in the mix are available as free downloads via the official Dj Dark Website . Join the Community:

: Includes hits like "Belly Dancer," "Solo Tu," and "I Like It" (Afro Remix).

#DjDark #RadioPodcast #HouseMusic #DeepHouse #OctoberMix #NewMusic #DjMix2022 Dj Dark @ Radio Podcast (01 October 2022)

Kick off your weekend with a fresh mix from Dj Dark! This episode features a blend of deep house, vocal house, and exclusive remixes to keep the energy high.

: Stay updated with the latest weekly mixes on YouTube. Bookings : For events, contact +40 723 548 116.

: Smooth transitions and rhythmic beats perfect for any mood.


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

: Several tracks in the mix are available as free downloads via the official Dj Dark Website . Join the Community:

: Includes hits like "Belly Dancer," "Solo Tu," and "I Like It" (Afro Remix).

#DjDark #RadioPodcast #HouseMusic #DeepHouse #OctoberMix #NewMusic #DjMix2022 Dj Dark @ Radio Podcast (01 October 2022)

Kick off your weekend with a fresh mix from Dj Dark! This episode features a blend of deep house, vocal house, and exclusive remixes to keep the energy high.

: Stay updated with the latest weekly mixes on YouTube. Bookings : For events, contact +40 723 548 116.

: Smooth transitions and rhythmic beats perfect for any mood.


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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