A package for face detection and preprocessing in images
Project description
Face Preprocessor
A Python package for face detection and preprocessing in images. This package provides tools for detecting faces, cropping them with margins, and preparing them for further processing or machine learning tasks.
Features
- Face detection using RetinaFace
- Face cropping with customizable margins
- Batch processing capabilities
- Support for various input formats
- Configurable preprocessing parameters
- Azure Blob Storage support (optional)
Installation
pip install face-preprocessor
Quick Start
from face_preprocessor import FaceDetector, ImageProcessor
from face_preprocessor.config import FaceDetectionConfig
# Initialize configuration
config = FaceDetectionConfig(
model_name="resnet50",
max_size=1024,
min_confidence=0.9
)
# Create detector and processor
detector = FaceDetector(config)
processor = ImageProcessor(detector)
# Process a single image
result = processor.process_image("path/to/image.jpg")
if result.success:
result.processed_image.save("output.jpg")
Project details
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