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

Jumong Tagalog Version Episode 26 Top Jun 2026

Watch the intense moments of Jumong's return and the escalating palace drama in these clips from Episode 26: Jumong episode 26 part 1 | Jumong Facebook• Apr 2, 2020 Jumong (Series 1, Episode 26) - Apple TV (RU)

This episode marks the end of the "Introduction Arc" and the beginning of the "Nation Building Arc." It sets the stage for the eventual founding of Goguryeo. Without the discoveries made in this episode, Jumong would never have had the tools to defeat the Han Empire.

Jumong is no longer the "playboy prince." He displays immense focus and discipline. His mastery of the bow becomes legendary in this episode, symbolizing his readiness to lead. Lady Soseono


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

Watch the intense moments of Jumong's return and the escalating palace drama in these clips from Episode 26: Jumong episode 26 part 1 | Jumong Facebook• Apr 2, 2020 Jumong (Series 1, Episode 26) - Apple TV (RU)

This episode marks the end of the "Introduction Arc" and the beginning of the "Nation Building Arc." It sets the stage for the eventual founding of Goguryeo. Without the discoveries made in this episode, Jumong would never have had the tools to defeat the Han Empire. jumong tagalog version episode 26 top

Jumong is no longer the "playboy prince." He displays immense focus and discipline. His mastery of the bow becomes legendary in this episode, symbolizing his readiness to lead. Lady Soseono Watch the intense moments of Jumong's return and


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