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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Interior Addons Pgrs 1.46 – Deluxe & Easy

Some addons allow you to change the color of the interior ambient lighting and V8 back panels, perfect for matching your truck's external paint job. How to Set It Up for 1.46 Steam Workshop::my ets2 mods

This is your foundation. It adds the P and G cabs, plus vastly improved R and S interiors with modular parts like custom dashboards, steering wheels, and rear walls.

Specifically designed for the Next Gen Scania, this mod adds detailed custom parts like "SUPER" logos on the dashboard, vintage steering wheels, and customized floor mats.

Famous for adding high-quality interior tables, windshield stickers, and the iconic "old school" Hella Talmu lanterns that glow beautifully during night hauls.

To get that "Holland style" or high-end custom look, these are the top mods to hunt for:

A must-have for any driver. It adds hundreds of cabin accessories, from bobbleheads and GPS units to co-drivers (passengers) and snacks.

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

Some addons allow you to change the color of the interior ambient lighting and V8 back panels, perfect for matching your truck's external paint job. How to Set It Up for 1.46 Steam Workshop::my ets2 mods

This is your foundation. It adds the P and G cabs, plus vastly improved R and S interiors with modular parts like custom dashboards, steering wheels, and rear walls. INTERIOR ADDONS PGRS 1.46

Specifically designed for the Next Gen Scania, this mod adds detailed custom parts like "SUPER" logos on the dashboard, vintage steering wheels, and customized floor mats. Some addons allow you to change the color

Famous for adding high-quality interior tables, windshield stickers, and the iconic "old school" Hella Talmu lanterns that glow beautifully during night hauls. Specifically designed for the Next Gen Scania, this

To get that "Holland style" or high-end custom look, these are the top mods to hunt for:

A must-have for any driver. It adds hundreds of cabin accessories, from bobbleheads and GPS units to co-drivers (passengers) and snacks.

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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