https://github.com/meirbek-dev/face-mask_detector
Обнаружие маски на лице в реальном времени
https://github.com/meirbek-dev/face-mask_detector
artificial-intelligence covid-19 cuda cudnn deep-learning face-mask graduation-project jupyter-notebook keras machine-learning mask-detection mobilnet-v2 object-detection object-recognition object-tracking opencv4-python python real-time supervised-learning tensorflow2-gpu
Last synced: 3 months ago
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Обнаружие маски на лице в реальном времени
- Host: GitHub
- URL: https://github.com/meirbek-dev/face-mask_detector
- Owner: Meirbek-dev
- License: mit
- Created: 2022-01-15T09:49:58.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2022-05-26T16:38:32.000Z (almost 3 years ago)
- Last Synced: 2025-01-11T16:49:43.231Z (4 months ago)
- Topics: artificial-intelligence, covid-19, cuda, cudnn, deep-learning, face-mask, graduation-project, jupyter-notebook, keras, machine-learning, mask-detection, mobilnet-v2, object-detection, object-recognition, object-tracking, opencv4-python, python, real-time, supervised-learning, tensorflow2-gpu
- Language: Jupyter Notebook
- Homepage:
- Size: 151 MB
- Stars: 1
- Watchers: 1
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# Face-Mask_Detector
## Создание системы мониторинга и контроля доступа на основе распознавания образов
## [**Полная инструкция установки инструментария**](https://tensorflow-object-detection-api-tutorial.readthedocs.io/en/latest/install.html)
### Используемые технологии
- [**Conda** 4.12.0](https://www.anaconda.com/) с [**Python** 3.9.11](https://www.python.org/)
- [**Tensorflow** 2.8.0](https://www.tensorflow.org/)
- [**Keras** 2.8.0](https://keras.io/)
- [**OpenCV** 4.5.5](https://opencv.org/)
- [Предварительно тренированные модели Tensorflow](https://github.com/tensorflow/models)
- [**Protocol Buffers** 3.19.4](https://github.com/protocolbuffers/protobuf/)
- [**SSD MobileNet V2 FPNLite 320x320**](https://github.com/tensorflow/models/blob/master/research/object_detection/configs/tf2/ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8.config). [Скачать](http://download.tensorflow.org/models/object_detection/tf2/20200711/ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8.tar.gz)
- [**LabelImg**](https://github.com/tzutalin/labelImg). Для графической отметки.
- [**CUDA** 11.2](https://developer.nvidia.com/cuda-11.2.2-download-archive)
- [**cuDNN** 8.1.1](https://developer.nvidia.com/rdp/cudnn-archive)
### [Инструкция по установке и настройке окружения для распознавания объектов при помощи Tensorflow](https://tensorflow-object-detection-api-tutorial.readthedocs.io/en/latest/install.html)
### [Список GPU, поддерживающих CUDA и оценка их вычислительных возможностей](https://developer.nvidia.com/cuda-gpus)
### [Совместимость версий Tensorflow + Python + Компилятора + Инструмента Сборки + cuDNN + CUDA](https://www.tensorflow.org/install/source_windows#gpu)
### [Инструкция установки CUDA](https://docs.nvidia.com/cuda/archive/11.2.2/cuda-installation-guide-microsoft-windows/index.html)
### Пакеты для работы LabelImg
``` Conda
conda install -c anaconda lxml
conda install pyqt=5
```
### Пакет для работы модуля VLC
``` pip
pip install python-vlc
```
### Использованный набор данных
- [**Kaggle**. Face Mask Detection by Larxel](https://www.kaggle.com/andrewmvd/face-mask-detection) из *853* изображений
## В маске
## Без маски
