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What is the inference accuracy loss rate of an industrial AI edge gateway for small target detection models?

Time:2025-12-01 Views:506次
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Industrial AI edge gateways deploying small target detection models via INT8 quantization typically experience accuracy loss of <3%. However, under electrical fast transient (EFT) interference, DDR access errors can cause a sudden drop in accuracy. Countermeasures include connecting a PBZ1608E600Z0T ferrite bead in series with the DDR_VTT terminating resistor and adding a 2.2μF capacitor to stabilize the reference voltage. Simultaneously, a CMZ2012A-900T common-mode filter is added to the DDR clock line to reduce crosstalk. Actual testing on a security inspection device showed a 15% accuracy drop with EFT ±2kV without protection; after protection, the drop was <4%, and the recovery time was <1ms.