In terms of speed, HoG seems to be the fastest algorithm, followed by Haar Cascade classifier and CNNs . However, CNNs in Dlib tend to be the most accurate algorithm. HoG perform pretty well but have some issues identifying small faces. HaarCascade Classifiers perform around as good as HoG overall.