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Vision Pretraining

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Machine Heart
Machine Heart
Jul 7, 2026 · Artificial Intelligence

Space‑Native Vision: LingBot‑Vision & Depth 2.0 Advance Embodied Intelligence

The article explains how the Chinese Ministry directives push robots from demo to operational mode, introduces LingBot‑Vision’s boundary‑centric masked modeling that embeds spatial structure into pre‑training, and shows LingBot‑Depth 2.0’s masked depth modeling dramatically improve dense depth perception on challenging surfaces while using far less data than prior SOTA models.

Boundary-Centric Masked ModelingDepth EstimationEmbodied Intelligence
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Space‑Native Vision: LingBot‑Vision & Depth 2.0 Advance Embodied Intelligence