Simultaneous Face Detection and Recognition using Viola-Jones Algorithm and Artificial Neural Networks for Identity Verification

被引：0
|
作者：
Fernandez, Ma Christina D. [1 ]
Gob, Kristina Joyce E. [1 ]
Leonidas, Aubrey Rose M. [1 ]
Ravara, Ron Jason J. [1 ]
Bandala, Argel A. [2 ]
Dadios, Elmer P. [2 ]
机构：
[1] Polytech Univ Philippines, Dept Comp Sci, Manila, Philippines
[2] De La Salle Univ, Gokongwei Coll Engn, Manila, Philippines
来源：
2014 IEEE REGION 10 SYMPOSIUM | 2014年
关键词：
Face Detection; Face Recognition; Artificial Neural Networks; Image Processing;
D O I：
暂无
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
The study presented aims to design and develop a face recognition system. The system utilized Viola Jones Algorithm in detecting faces from a given image. Also the system used Artificial Neural Networks in recognizing faces detected from the input. Upon experimentation the system generated can recognize human faces with accuracy of 87.05%. The system performs at its best if the person is around 150cm away from the camera with an accuracy rate of 87.59%. Also, the best amount of lighting for the recognition system is at 480 lumens with an accuracy rate of 88.64%. Lastly, the system also performs at its best if the person is directly facing the camera or at 0 degrees with respect to the camera.
引用
收藏
页码：672 / 676
页数：5
相关论文
共 50 条
  • [1] An Analysis of the Viola-Jones Face Detection Algorithm
    Wang, Yi-Qing
    [J]. IMAGE PROCESSING ON LINE, 2014, 4 : 128 - 148
  • [2] Face Detection using Viola Jones Algorithm and Neural Networks
    Chaudhari, Monali Nitin
    Ramrakhiani, Gayatri
    Deshmukh, Mrinal
    Parvatikar, Rakshita
    [J]. 2018 FOURTH INTERNATIONAL CONFERENCE ON COMPUTING COMMUNICATION CONTROL AND AUTOMATION (ICCUBEA), 2018,
  • [3] FACE RECOGNITION AND EMOTION DETECTION USING PCA AND VIOLA-JONES ALGORITHMS
    Lam, Lawrence K.
    [J]. INTED2017: 11TH INTERNATIONAL TECHNOLOGY, EDUCATION AND DEVELOPMENT CONFERENCE, 2017, : 5225 - 5230
  • [4] Emotion Recognition using Fisher Face-based Viola-Jones Algorithm
    Kirana, Kartika Candra
    Wibawanto, Slamet
    Herwanto, Heru Wahyu
    [J]. 2018 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING, COMPUTER SCIENCE AND INFORMATICS (EECSI 2018), 2018, : 173 - 177
  • [5] Improved Viola-Jones face detection algorithm based on HoloLens
    Huang, Jing
    Shang, Yunyi
    Chen, Hai
    [J]. EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING, 2019, 2019 (1)
  • [6] Improved Viola-Jones face detection algorithm based on HoloLens
    Jing Huang
    Yunyi Shang
    Hai Chen
    [J]. EURASIP Journal on Image and Video Processing, 2019
  • [7] Accuracy Enhancement of the Viola-Jones Algorithm for Thermal Face Detection
    Basbrain, Arwa M.
    Gan, John Q.
    Clark, Adrian
    [J]. INTELLIGENT COMPUTING METHODOLOGIES, ICIC 2017, PT III, 2017, 10363 : 71 - 82
  • [8] Using Cross-examples in Viola-jones Algorithm for Thermal Face Detection
    Tran, Hong
    Dong, Chunhua
    Naghedolfeizi, Masoud
    Zeng, Xiangyan
    [J]. ACMSE 2021: PROCEEDINGS OF THE 2021 ACM SOUTHEAST CONFERENCE, 2021, : 219 - 223
  • [9] Deep Parameter Optimisation for Face Detection Using the Viola-Jones Algorithm in OpenCV
    Bruce, Bobby R.
    Aitken, Jonathan M.
    Petke, Justyna
    [J]. SEARCH BASED SOFTWARE ENGINEERING, SSBSE 2016, 2016, 9962 : 238 - 243
  • [10] Analysis of Artificial Neural Network and Viola-Jones Algorithm based Moving Object Detection
    Rashidan, M. A.
    Mustafah, Y. M.
    Abidin, Z. Z.
    Zainuddin, N. A.
    Aziz, N. N. A.
    [J]. 2014 INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATION ENGINEERING (ICCCE), 2014, : 251 - 254
12345