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Evaluation and Testing#

(To be completed)

Expected Performance Metrics for ARM-based ECUs#

Component AGX Orin Xavier Orin Nano
LiDAR Detection 10 Hz 8 Hz 5 Hz
Camera Detection 20 Hz 15 Hz 10 Hz
Planning 10 Hz 10 Hz 8 Hz
Control 50 Hz 50 Hz 50 Hz
Power Usage 40W 25W 12W

Expected Performance Metrics for X86-based ECUs#

Component Target FPS CPU Usage GPU Usage Latency
LiDAR Detection 10 Hz 20-30% 40-60% <100ms
Camera Detection 15 Hz 15-25% 50-70% <80ms
Planning 10 Hz 30-40% N/A <50ms
Control 50 Hz 10-15% N/A <20ms

AdvanTech X86-based ECU#

Component Target FPS CPU Usage GPU Usage Latency
LiDAR Detection 10 Hz 15-25% N/A <150ms
Camera Detection 10 Hz 5-10% N/A <80ms
Planning 10 Hz 30-45% N/A <75ms
Control 20 Hz 10-25% N/A <40ms

LiDAR:Use 3D LiDAR Sensor. Camera:Use USB camera, resolution is 1280x720.

vecow X86-based ECU#