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I've tried this with facenet and it still detects the correct faces I tried without much issue: https://github.com/davidsandberg/facenet/

How many faces were in the database you tested with? Face re-ID is much simpler for a small cohort.

I was using the pretrained LFW models, but an older version (128 instead of the 512). So roughly ~6000 faces