3d-point-cloud

LingBot-Depth 2.0 is a depth-completion model that halves depth error, excels on transparent objects like glass and mirrors, and tops 12 out of 16 benchmarks, powered by the open-source LingBot-Vision backbone.

Introduces SHD-CCP v2.0, a novel AI architecture that replaces transformer token sequences with 3D point cloud data structures using Grassmannian manifold fusion and zero-copy memory-mapped streaming, achieving low latency and memory footprint on consumer hardware.