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Benchmarks for Custom Concepts

Currently supports:

  • Google AutoML Vision
  • Custom Concepts from Mobius Vision

Google AutoML Vision

To run benchmark for Google AutoML Vision:

GOOGLE_APPLICATION_CREDENTIALS="<path to google credentials>" python google_automl_benchmark.py --dataset "<concept_name>" --noise <noise level> --pos_limit <maximum_number_of_posiive_samples> --neg_limit <maximum_number_of_negaive_samples>

For example:

GOOGLE_APPLICATION_CREDENTIALS="cv-comparision-82d47423413.json" python google_automl_benchmark.py --dataset "pasta" --noise 0.0 --pos_limit 25 --neg_limit 25

See https://cloud.google.com/vision/automl/docs/tutorial#configure_your_project_environment to learn more about Google Credentials.

Custom Concepts from Mobius Vision

To run benchmark for Custom Concepts from Mobius Vision:

python custom_concepts_benchmark.py --dataset "<concept_name>" --noise <noise level> --pos_limit <maximum_number_of_posiive_samples> --neg_limit <maximum_number_of_negaive_samples> --host "<URL_to_Mobius_SDK>"

For example:

python custom_concepts_benchmark.py --dataset "pasta" --noise 0.0 --pos_limit 100 --neg_limit 100 --host "127.0.0.1:5000"

To learn more about Mobius Custom Concepts visit https://docs.mobius.ml/on_premise/latest/#section/Custom-Concepts.