From c849c9b38495ccb52ca6977e399bb7fd56b7460d Mon Sep 17 00:00:00 2001 From: yakhyo Date: Wed, 3 Jul 2024 09:04:07 +0000 Subject: [PATCH] Initial commit --- .gitignore | 165 ++++++++++++++++++++++++++++ README.md | 86 +++++++++++++++ assets/demo.mp4 | Bin 0 -> 3168433 bytes assets/in_video.mp4 | Bin 0 -> 2190503 bytes faces/Chandler.png | Bin 0 -> 404236 bytes faces/Joey.png | Bin 0 -> 317150 bytes faces/Monica.png | Bin 0 -> 165994 bytes faces/Phoebe.png | Bin 0 -> 447906 bytes faces/Rachel.png | Bin 0 -> 569530 bytes faces/Ross.png | Bin 0 -> 755357 bytes main.py | 204 +++++++++++++++++++++++++++++++++++ models/__init__.py | 2 + models/arcface.py | 55 ++++++++++ models/scrfd.py | 258 ++++++++++++++++++++++++++++++++++++++++++++ requirements.txt | 6 ++ utils/helpers.py | 151 ++++++++++++++++++++++++++ weights/.gitkeep | 0 17 files changed, 927 insertions(+) create mode 100644 .gitignore create mode 100644 README.md create mode 100644 assets/demo.mp4 create mode 100644 assets/in_video.mp4 create mode 100644 faces/Chandler.png create mode 100644 faces/Joey.png create mode 100644 faces/Monica.png create mode 100644 faces/Phoebe.png create mode 100644 faces/Rachel.png create mode 100644 faces/Ross.png create mode 100644 main.py create mode 100644 models/__init__.py create mode 100644 models/arcface.py create mode 100644 models/scrfd.py create mode 100644 requirements.txt create mode 100644 utils/helpers.py create mode 100644 weights/.gitkeep diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..08a9202 --- /dev/null +++ b/.gitignore @@ -0,0 +1,165 @@ +# Ignore weights +weights/*.onnx + +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/latest/usage/project/#working-with-version-control +.pdm.toml +.pdm-python +.pdm-build/ + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ diff --git a/README.md b/README.md new file mode 100644 index 0000000..1a0fed5 --- /dev/null +++ b/README.md @@ -0,0 +1,86 @@ +# Face Re-Identification with SCRFD and ArcFace + +![Downloads](https://img.shields.io/github/downloads/yakhyo/face-reidentification/total) + + + +This repository implements face re-identification using SCRFD for face detection and ArcFace for face recognition. It supports inference from webcam or video sources. + +## Features + +- **Face Detection**: Utilizes [Sample and Computation Redistribution for Efficient Face Detection](https://arxiv.org/abs/2105.04714) (SCRFD) for efficient and accurate face detection. +- **Face Recognition**: Employs [ArcFace: Additive Angular Margin Loss for Deep Face Recognition](https://arxiv.org/abs/1801.07698) for robust face recognition. +- **Real-Time Inference**: Supports both webcam and video file input for real-time processing. + + +Project folder structure: +``` +├── assets/ +│ ├── demo.mp4 +│ └── in_video.mp4 +├── faces/ +│ ├── face1.jpg +│ ├── face2.jpg +│ └── ... +├── models/ +│ ├── __init__.py +│ ├── scrfd.py +│ └── arcface.py +├── utils/ +│ └── helpers.py +├── main.py +├── README.md +└── requirements.txt +``` + + +## Installation + +1. Clone the repository: + +```bash +git clone https://github.com/yakyo/face-reidentification.git +cd face-reidentification +``` + +2. Install the required dependencies: +```bash +pip install -r requirements.txt +``` + +## Usage + +```bash +python main.py --source assets/in_video.mp4 +``` + +`main.py` arguments: + +``` +usage: main.py [-h] [--det-weight DET_WEIGHT] [--rec-weight REC_WEIGHT] [--similarity-thresh SIMILARITY_THRESH] [--confidence-thresh CONFIDENCE_THRESH] + [--faces-dir FACES_DIR] [--source SOURCE] [--max-num MAX_NUM] [--log-level LOG_LEVEL] + +Face Detection-and-Recognition + +options: + -h, --help show this help message and exit + --det-weight DET_WEIGHT + Path to detection model + --rec-weight REC_WEIGHT + Path to recognition model + --similarity-thresh SIMILARITY_THRESH + Similarity threshold between faces + --confidence-thresh CONFIDENCE_THRESH + Confidence threshold for face detection + --faces-dir FACES_DIR + Path to faces stored dir + --source SOURCE Video file or video camera source. i.e 0 - webcam + --max-num MAX_NUM Maximum number of face detections from a frame + --log-level LOG_LEVEL + Logging level +``` + +## Reference + +1. https://github.com/deepinsight/insightface/tree/master/detection/scrfd +2. https://github.com/deepinsight/insightface/tree/master/recognition/arcface_torch diff --git a/assets/demo.mp4 b/assets/demo.mp4 new file mode 100644 index 0000000000000000000000000000000000000000..55496e4338a8868d91ecd5e98c99124175a75baf GIT binary patch literal 3168433 zcmX_jQ($IIv}J7Dwr$(CzSy>HTOHf#7#$~_j&0kvCjY%N^KhzG?Y-7k)yn|_0wOYZ z^>Vawaj*jd0s;DO|M^&q+)bG69NCzGfPkRPoz2XEn0U$TOpRQBIQ0d3>$=;7hP;BIAV=3r}N&*0!} z!T4Vm21{2v+aHdDqpOvJy$cVKiIK692|qKDvza+RE0L+0v8{uN4L>sv6Au%Sk-d?v zmx~!clP4<=lP5DXE0LWUzonTck&B!058@Fi)<1o)9M6S+E@+1gsU{2(q*E>jcNA7J8S$ItXrf|04W zgS{C)3o{)vGm*KGiz~p<#m367Vn47zpx$@Jq5V=}9|0rDeSy+f{9UN?o zEPqab|7T<+awkq<*}IxK+Zz3le(c7!Zq7zt022p0 zMeX9pIiEQ5kHss6U)fy=K=h8oj`#= zK#_`Ok)c4e-(Tg7JE|NPzsv>P9td?Q0Enn8ZN#@I8z4tGN;Eq|&NZQx&wJkt= z)F7Vn+uVsMCC)b;z%4smS+-!qw>PT!`n9K*53ISSuwhCJ_f@`Dx&|*)Md7yh=Q5H@I$Ee79s1}&ijTelc 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