Cambrian Robotics provides an AI-powered 3D vision system that enables industrial and collaborative robots to perform complex automation tasks with sub-millimeter precision. This system reliably detects and localizes challenging components like transparent, shiny, and black parts under variable lighting conditions. The solution delivers fast prediction times, supporting high-throughput applications such as bin picking, kitting, and precision assembly.
Funding
Funding not disclosed
Founders
Product
Problem
Manufacturers often struggle to automate handling of transparent, reflective, or black components because conventional machine‑vision systems rely on structured light or controlled illumination, leading to unreliable detection and frequent downtime in variable lighting environments.
Solution
Cambrian Robotics delivers an AI‑driven 3D vision platform that perceives and localizes parts of any material without external lighting or structured‑light hardware. The neural‑network model processes point‑cloud data in approximately 0.2 seconds, outputting sub‑millimeter 6‑DoF poses for each object. Integrated collision‑avoidance and grasp‑point calculation enable seamless pick‑and‑place, kitting, assembly, and cable‑handling operations. The system connects to a broad range of industrial and collaborative robots through dedicated APIs, and custom adapters can be built within weeks for additional models. Continuous on‑site inference adapts to changing illumination, ensuring consistent performance across bins, trays, or conveyor feeds.
Target Audience
Primary customers are manufacturing firms in automotive, electronics, and consumer‑goods sectors that deploy industrial or collaborative robots for high‑mix, low‑volume production, as well as system integrators building turnkey automation cells.
Features
- Deep‑learning 3D perception model that operates without structured light or supplemental illumination, handling transparent, shiny, and black parts reliably.
- Real‑time inference (~0.2 s) delivering sub‑millimeter 6‑DoF pose estimates for fast production cycles.
- Built‑in collision‑avoidance and grasp‑point optimization for safe, autonomous bin‑picking and part placement.
- Native integration libraries for Universal Robots, Doosan, Fanuc, Yaskawa, ABB, Hyundai Robotics, Denso, Dobot, and others; custom robot API development available on demand.
- Automatic feature detection (holes, edges, alignment pins, connectors) to support precision assembly and connector insertion.
- Scalable AI training pipeline that adds new parts or processes without hardware changes, extending system capability as product lines evolve.
- Secure data handling with encrypted communication and role‑based access for on‑premise or cloud deployment options.