real-time-face-de-identification

De-identification of a Human's Face in Real-Time with tensorflow and keras

Project Structure

real-time-face-de-identification
├── datasets
│   ├── etc
│   ├── face_dataset_test_images
│   │   ├── me
│   │   └── not_me
│   ├── face_dataset_train_aug_images
│   │   ├── me
│   │   └── not_me
│   └── face_dataset_train_images
│       ├── me
│       └── not_me
├── models
├── All Installed Package Versions.txt
├── README.md
├── classifier.py : Build Your Own Classifier
├── classifier_model_comparison.py : Build 5 types of models and compare
└── real-time-de-identification.py : De-identify a specific person's face in real time

Datasets

• Kaggle - Human Faces
• Selfies

Installation

Tensorflow_gpu-2.5.0

• CUDA 11.2
• cuDNN 8.1

Requirement

• keras
• opencv-python
• matplotlib
• numpy>=1.20.3
• scipy
• seaborn
• tensorflow(gpu)>=2.5.0

Models

• VGG16
• ResNet50
• ResNet152
• Xception
• MobileNet
• Custumized Classifier

Language

• Python 3.8

Development Environment

• PyCharm 2020.2.3
• VM: Anaconda3
• CPU: Intel(R) Core(TM) i7-7700
• GPU: NVIDIA GeForce GTX 1060 6GB
• OS: Window 10 x64
• RAM: 16GB