Face Recognition DeepStream

This is a face recognition app built on DeepStream reference app.
RetinaFace and ArcFace is used for detection and recognition respectively.

Prerequisites

You must have the following development packages installed

• GStreamer-1.0
• GStreamer-1.0 Base Plugins
• GStreamer-1.0 gstrtspserver
• X11 client-side library
• Glib json library - json-glib-1.0

You can install those packages via apt:

sudo apt-get install libgstreamer-plugins-base1.0-dev libgstreamer1.0-dev libgstrtspserver-1.0-dev libx11-dev libjson-glib-dev

Requirements

• DeepStream 5.0
• CUDA 10.2

Installation

git clone https://github.com/nghiapq77/face-recognition-deepstream.git
cd face-recognition-deepstream
mkdir build && cd build && ln -s ../Makefile
make -j$(nproc)

Pretrained

Please refer to this repo for pretrained models and serialized TensorRT engine.

Usage

./deepstream-app -c <config-file>

Develop

See DEVELOP.md for my modified code to original app.

References

• Face-Detector-1MB-with-landmark
• face.evoLVe.PyTorch