https://github.com/simran2911/face_recognization_project
https://github.com/simran2911/face_recognization_project
Last synced: over 1 year ago
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- Host: GitHub
- URL: https://github.com/simran2911/face_recognization_project
- Owner: Simran2911
- Created: 2024-08-20T15:32:46.000Z (almost 2 years ago)
- Default Branch: main
- Last Pushed: 2024-08-20T15:59:41.000Z (almost 2 years ago)
- Last Synced: 2025-01-09T09:19:35.620Z (over 1 year ago)
- Language: Python
- Size: 2.93 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Face_Recognization_Project
Face recognition models are designed to identify or verify individuals based on their facial features. They typically involve a pipeline of detecting faces, extracting features, and comparing those features to known faces.
## Objective:
Convert detected faces into numerical representations (embeddings) that capture the distinctive features of each face.
## Technologies and Libraries
- Face Detection Libraries: OpenCV
- Deep Learning Frameworks: TensorFlow, PyTorch, Keras.
- Face Recognition Libraries: face_recognition (Python), OpenCV with deep learning models.
## Applications
- Security: Access control, surveillance systems.
- Authentication: User login and verification.
- Social Media: Tagging and organizing photos.
- Customer Experience: Personalized services and interactions.
## Considerations
- Performance: Balance between speed (real-time processing) and accuracy.
- Privacy: Ensure compliance with data protection regulations like GDPR.
- Robustness: Handle variations in lighting, angles, and expressions.