Success case

2D&3D Machine Vision for High Frame Rate Video Streaming Analytics with Depth Cameras

Seeed Hardware: reServer Jetson with NVIDIA Jetson Xavier NX 16GB Use Case Provider: Aivero Application:

Industry
Industrial Manufacturing
Application
Depth camera video analytics

Project background and needs

Aivero's depth camera machine vision use case needs to analyze high frame rate 2D video and 3D depth data at the edge. Traditional platforms struggle to meet high-resolution processing requirements.

Multi-stream data processing

  • High frame rate video streams require processing large volumes of 2D and 3D data.
  • Traditional solutions lack the performance for high-resolution video and depth analysis.

Needs to support high-throughput video processing.

Real-time synchronization

  • Multiple camera data streams need to be synchronized.
  • Depth analysis and 3D reconstruction must meet the low-latency requirements of real-time applications.

Needs to balance multi-stream synchronization with processing latency.

Solution and architecture

Edge processing

reServer Jetson runs on Jetson Xavier NX with 16GB memory, supporting multiple camera inputs and hardware-accelerated encoding/decoding.

Vision analytics

2D image processing and 3D depth analysis run in parallel, accelerated by CUDA cores and Tensor Cores.

Solution components

Discuss your application with our team

Tell us about your requirements and deployment environment.