We looked at Hailo in March last year.
They don't use SNN.
https://hailo.ai/product-hailo/hailo-8/#features
Typical power consumption of 2.5W
High power efficiency
They reduce power use by creating sparcity (ignoring the zeros) by pre-processing the weights.
2021 BRN Discussion, page-11941
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