Face recognition and its classification is a rapidly growing field in the area of image processing and machine learning.
Object recognition is a key feature of image classification and has its own numerous commercial implications. Facial gesture
plays important role in many aspect, such as presence system, security and access system, and identification system. Model
trained on diverse dataset to generalize better. Using deep region of interest (ROI) convolutional neural networks (CNNs) along
with transfer learning are exploited. The Haar-Cascade is trained by superimposing the positive image over a set of negative
images which is used to detect countenance
