Difference between revisions of "Getting started with AI on NXP i.MX8M Plus/Neural Processing Unit/Use Case experiments: Smart Parking/Serial experiments"

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== Purpose of Serial experiments ==
 
== Purpose of Serial experiments ==
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* 1 valid inference iteration.
 
* 1 valid inference iteration.
 
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Revision as of 13:51, 9 December 2021




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Previous: Neural Processing Unit/Use Case experiments: Smart Parking/Bash scripts for CPU usage and time estimation Index Next: Neural Processing Unit/Use Case experiments: Smart Parking/Parallel Experiments



Purpose of Serial experiments

The main goal of these experiments is to measure the execution time performance, knowing that CPU, the delegates NNAPI and XNNPACK are going to be used as a comparison between them.

This experiment consists of executing each Smart Parking stage separately, firstly the License Plate Detection by TinyYOLO v3, and secondly the License Plate Recognition by Rosetta model.

Initial conditions:

  • The stages are executed sequentially.
  • 100 warmup inference iterations.
  • 1 valid inference iteration.
Previous: Neural Processing Unit/Use Case experiments: Smart Parking/Bash scripts for CPU usage and time estimation Index Next: Neural Processing Unit/Use Case experiments: Smart Parking/Parallel Experiments