Performance Analysis of Semantic Assisted Convolutional Neural Networks in Face Recognition
Journal Title: International Journal of Engineering and Science Invention - Year 2018, Vol 7, Issue 6
Abstract
In today's age of automation, face recognition is a vital component for authorization and security. It has received substantial attention from researchers in various fields of science such as biometrics and computer vision. Recently, deep convolutional neural networks have set a new trend in fields of face recognition by improving the state-of-the-art performance. By using deep neural networks, much more sophisticated and high level abstracted features can be learned automatically. In this paper, we propose a method for face recognition using semantic assisted convolutional neural network.(SCNN) . Our framework, referred to as SCNNs, incorporates explicit semantic information to automatically recover comprehensive face features. We demonstrate the performance of the SCNN model beginning from CNN basics. We then show results for face analysis using an external database with respect to existing systems basically NN and CNN. The results of the proposed approach were very encouraging and demonstrate superiority when compared with other techniques.
Authors and Affiliations
Kalyani D Sonawane, Dr. Sudhir D Sawarkar, Prof Archana Gulati
Keywords
Related Articles
- EP ID EP397380
- DOI -
- Views 67
- Downloads 0
Applications of Big Data for Information Optimisation And Knowledge Utilization
The time of "Big Data" has arrived. From huge purchaser stores mining customer information to Google utilizing on the web pursuit to anticipate occurrence of this season's cold virus, organizations and associations are u...
Study and Analysis of Students Emotions with Respect To Perception of Learning in a Class
Emotions are of great educational values in the teaching learning process. Teaching depends upon emotions for the motivation of perception of learning. Today most of the students do have the access of internet and they g...
Nano fluids to Enhance Automobile Engine Cooling
This paper addresses in automotive radiator plays a key role in engine cooling system it extracts heat from engine and operates in safe temperature. To extract heat form engine coolant will be plays a key role, and in th...
Chromatic Number of Some S-Valued Graphs
In [3], the authors introduced the notion of semiring valued graphs. In [1], theauthors introduced the notion of regularity on S- Valued graphs . In [4], we have introducedcolouring on S-valued graphs. In [5],we have int...
Temporal Distribution of 24-hour Maximum Rainfall
Rainfall measurements are an important input to hydrological modeling or design of water structures. For example, while average flows and hence average rainfalls are effective in planning a hydroelectric power plant, min...