# TreB1eN/InsightFace_Pytorch

Pytorch0.4.1 codes for InsightFace

Repository: https://github.com/TreB1eN/InsightFace_Pytorch
Canonical: https://ross.abutalabs.com/products/insightface_pytorch
Language: Jupyter Notebook
License: MIT
License Family: permissive
Last push: 2022-11-22T02:49:08+00:00

## Health v2 (maintenance only)
Score: 32/100 (v2, computed 2026-09-03T02:20:16.233290+00:00)
- activity 0, release rhythm 35, longevity 100
- inputs: {"age_days": 2956, "days_push": 1380, "days_rel": null, "gap_med": null, "n_releases_24m": 0}
- flags: no_releases
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 1894, forks 424 (observed 2026-08-28T04:05:50.720235+00:00)

## What it is
A PyTorch reimplementation of InsightFace/ArcFace for face recognition, including backbone models (IR-SE50, MobileFacenet) and pretrained weights. It also provides utilities for converting MXNet InsightFace data records and computing face embeddings for verification against a face bank.

## Use cases
- recognize faces from a webcam or video against a known face bank
- generate face embeddings with pretrained ArcFace models in PyTorch
- train a face recognition model on the emore/MS1M dataset
- convert MXNet InsightFace datasets to image folders
- benchmark face verification on LFW, CFP, and AgeDB

## When to choose
- you need face recognition or verification in PyTorch with pretrained ArcFace weights
- you want a lightweight MobileFacenet model for embedded or mobile face recognition
- you need to retrain ArcFace on your own face dataset

## When to avoid
- you need an actively maintained library with support for recent PyTorch versions
- you need full InsightFace functionality like face detection or alignment pipelines
- you prefer TensorFlow or MXNet implementations

## Facets
- artifact type: library
- maturity: maintenance
- function: machine-learning, deep-learning, image-processing, computer-vision
- domain: deep-learning, computer-vision, image-processing, machine-learning
- platform: python
- tags: face-recognition, face-verification, arcface, insightface, pytorch, pretrained-models, face-embeddings

## Member repositories
- TreB1eN/InsightFace_Pytorch (main) score 32

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:05:50.720235+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-30T03:12:53.736252+00:00, confidence not recorded.
  - readme: https://github.com/TreB1eN/InsightFace_Pytorch (fetched 2026-08-28T04:05:50.720235+00:00, sha 1a0bc0cc61e7)
- Data as of 2026-08-30T08:39:29.467469+00:00.
