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Hailo • What's the best camera strategy for inferencing with multiple HAILO chips on Pi 5??

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This is my setup. I have a Raspberry Pi 5 and a PCIe card with 4x HAILO-8 chips. There can be up to 6 HAILO-8 chips on the card, like this one. I use a PineBoard to connect the PCIe card to the PCIe slot on Pi 5. The whole idea here is to run one neural network on one HAILO-8 chip. Since there are multiple HAILO chips, it can run inferencing on multiple pipelines simultaneously. For example, for real-time object detection, I want to run 2x YOLOv8 models on 2 chips, another 2 ResNet models on another 2 chips. So I need 4 cameras (or more if I have 6 HAILO chips).

But, what is the best camera strategy for this? It doesn't have to be just USB cameras. If I go for all 4x USB cameras, I certainly need USB hubs. Or, use instead 2x IP cameras and 2x USB 3? Would the PCIe x1 slot handle that much data? Any suggestions on this?
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Statistics: Posted by Matt_W_ — Sun Dec 29, 2024 4:37 am — Replies 2 — Views 44



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