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face-detection-lib's Introduction

face-detection-lib

This repository contains several face detection algorithms. I'm using wrapper for all models to make those easier to implement.

class FaceDetectorWrapper:
    def __init__()
    def detect()
    def detect_with_evaluation

Haar Cascade

HoG Based Dlib

CNN Based Dlib

The Pros and Cons of those algorithms are here

Comparision

Example: Example Ground Truth: 8 faces

On CPU

Models FPS Result
HaarCascade 0.75 11 faces
HoG Based Dlib 2.17 8 faces
CNN Based Dlib 0.11 9 faces

On GPU

face-detection-lib's People

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