Summary of the solution

e-con Systems collaborated with a leading Physical AI company to develop a custom RGB-D vision platform for high-volume robotic manipulation. The solution enabled synchronized depth and color capture, multi-camera operation, GMSL-to-PCIe streaming, SDK optimization, and cleaner 3D data. This empowered the client to improve robotic perception, depth accuracy, and long-term deployment stability.

Key challenges faced by the client

Accurate capture of fast-moving vehicles

Off-the-shelf RGB-D cameras couldn’t meet depth accuracy and noise requirements

Consistent Imaging

High CPU load and slow data transfer limited real-time depth processing

Low Power roadside deployment

Multi-camera deployments
needed synchronization for
up to 8 cameras

Edge AI integration and processing

Real-world warehouse conditions required on-the-fly tuning
and depth enhancement

Benefits of the solution

Feature images
  • Delivered a custom RGB-D camera board with a ToF depth sensor, an RGB image sensor with ISP, FPGA signal processing, GMSL serializer, and onboard IMU
  • Achieved reliable depth performance with ±5 mm depth deviation from 0.5 m to 4 m for object detection, localization, and manipulation
  • Supported synchronized operation for up to 8 cameras using a GMSL-to-PCIe Frame Grabber board and Quad FAKRA cable architecture
  • Reduced CPU load and improved data transfer through SDK optimization, helping the robotics platform process depth data in real time
  • Improved 3D scene quality through point-cloud noise reduction, giving the robot cleaner spatial data for manipulation tasks
  • Strengthened long-term deployment stability with firmware hardening, memory stability, zero runtime allocation, and post-release software support

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