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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[s3e11] Who Wants It More? Official

In the eleventh episode of That '70s Show's third season, " Who Wants It More? " (2001), Eric and Donna initiate a standoff over sexual intimacy, while Red briefly adopts a more amicable personality after a near-death incident and Kelso drags the group on a UFO hunt. You can find episode details, including cast information and summaries, on IMDb or the That '70s Wiki .

"That '70s Show" Who Wants It More? (TV Episode 2001) - IMDb * STREAMING. * RENT/BUY.


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

In the eleventh episode of That '70s Show's third season, " Who Wants It More? " (2001), Eric and Donna initiate a standoff over sexual intimacy, while Red briefly adopts a more amicable personality after a near-death incident and Kelso drags the group on a UFO hunt. You can find episode details, including cast information and summaries, on IMDb or the That '70s Wiki .

"That '70s Show" Who Wants It More? (TV Episode 2001) - IMDb * STREAMING. * RENT/BUY.


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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