Benchmarking Methodology: Comparing Against TF Lite Micro

[BhuvanB404]

Benchmarking Methodology: Comparing Against TF Lite Micro

Context

EdgeFlow currently claims up to 41.8% faster inference compared to TF Lite Micro.

To keep benchmarks credible and reproducible, we need standardized evaluation practices.

Discussion Points

• Which models should be part of the official benchmark suite?
• How should hardware configurations be documented?
• Should benchmarks run in CI or be manually validated?
• How do we prevent cherry-picked performance numbers?

Goal

Agree on a consistent benchmarking methodology to ensure performance claims remain trustworthy.