SthPhoenix / InsightFace-REST

InsightFace REST API for easy deployment of face recognition services with TensorRT in Docker.

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What's the different between retinaface_mnet025 V1 and V2?

jackgao0323 opened this issue · comments

Hi,
I only see one model on InsightFace github. I'm curious about the model on InsightFace is which version and what's the different between V1 and V2.

Hi! These models were part of insightface<=0.1.5 python package.

I can't find link right now, but @nttstar, somewhere explained that v2 was more accurate in terms of key points detection, while v1 was less accurate but was able to detect more faces.

UPDATE: here's the link: deepinsight/insightface#1315

Anyway, for now I recommend using scrfd_500g or scrfd_2.5m family models as more accurate than retinaface_mnet025.

There are two versions in this repo:

  1. original scrfd_*_bnkps, which is a bit more accurate, but have issues with large faces occupying most of the image.
  2. scrfd_*_gnkps - version I have retrained for this repo, it doesn't have issues with large faces at cost of a some accuracy.

Thanks a lot. I'll give it a try!