#feed-forward 3D model

~20 FPS Across 10,000 Frames: The Open 3D Foundation Model That Rewrites Streaming Reconstruction

LingBot-Map is an open-source feed-forward 3D foundation model that delivers streaming scene reconstruction at ~20 FPS across sequences exceeding 10,000 frames — outperforming both iterative optimization pipelines and existing streaming methods on nine benchmarks.