A GMM Based Automatic Red Eye Detection Algorithm

被引:0
|
作者
Uliyar, Mithun
Krishna, A. G.
Gupta, P. S. S. B. K.
Pai, J. P.
机构
关键词
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
In digital photography Red eye is caused mainly under low light conditions when a flash is used for capturing the image. Many of the commercial solutions that are available in the market require some user intervention. In this paper we present a method, which detects the presence of red eyes in Images without any user intervention and corrects it. The automatic solution is based on GMM (Gaussian Mixture Model) classifiers for the detection stage. The proposed method corrected about 81% of the red eye artifacts in a test image database of 500 images, resulting in very few wrong corrections. The computational complexity of running this algorithm on a consumer electronics device such as a digital camera or a mobile phone is also very less.
引用
收藏
页码:125 / 126
页数:2
相关论文
共 50 条
  • [21] Automatic multiple human tracking using an adaptive hybrid GMM based detection in a crowd
    P. Karpagavalli
    A. V. Ramprasad
    [J]. Multimedia Tools and Applications, 2020, 79 : 28993 - 29019
  • [22] A Moving Target Detection Algorithm Based on Combination of GMM and LBP Texture Pattern
    Zhai, Jiyun
    Zhou, Xin
    Wang, Congqing
    [J]. 2016 IEEE CHINESE GUIDANCE, NAVIGATION AND CONTROL CONFERENCE (CGNCC), 2016, : 1057 - 1060
  • [23] Automatic red-eyes detection based on AAM
    Wan, J
    Ren, XP
    Hu, GH
    [J]. 2004 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN & CYBERNETICS, VOLS 1-7, 2004, : 6337 - 6341
  • [24] Automatic dry eye detection
    Yedidya, Tamir
    Hartley, Richard
    Guillon, Jean-Pierre
    Kanagasingam, Yogesan
    [J]. MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI 2007, PT 1, PROCEEDINGS, 2007, 4791 : 792 - +
  • [25] Histogram of Oriented Gradient based Automatic Detection of Eye Diseases
    Manchalwar, Mrunalini D.
    Warhade, Krishna K.
    [J]. 2017 INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION, CONTROL AND AUTOMATION (ICCUBEA), 2017,
  • [26] Eye states detection algorithm based on phase information
    College of Computer Science and Engineering, Changchun University of Technology, Changchun 130012, China
    [J]. Zheng, C. (zc3950@sina.com), 1600, Editorial Board of Jilin University (43):
  • [27] Fatigue Detection Algorithm Based on Eye Multifeature Fusion
    Yi, Ying
    Zhou, Zhushijie
    Zhang, Wei
    Zhou, Mingyue
    Yuan, Yahua
    Li, Changping
    [J]. IEEE SENSORS JOURNAL, 2023, 23 (07) : 7949 - 7955
  • [28] Automatic Transition Detection of Segmented Motion Clips Using PCA-based GMM Method
    Wang, Yan
    Seo, Hyewon
    Jeon, Soohyun
    [J]. PROCEEDINGS OF THE 2008 INTERNATIONAL CONFERENCE ON CYBERWORLDS, 2008, : 567 - 572
  • [29] Imperialist Competitive Algorithm-Based Optimization of Neuro-Fuzzy System Parameters for Automatic Red-eye Removal
    Navid Razmjooy
    Mehdi Ramezani
    Noradin Ghadimi
    [J]. International Journal of Fuzzy Systems, 2017, 19 : 1144 - 1156
  • [30] Imperialist Competitive Algorithm-Based Optimization of Neuro-Fuzzy System Parameters for Automatic Red-eye Removal
    Razmjooy, Navid
    Ramezani, Mehdi
    Ghadimi, Noradin
    [J]. INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2017, 19 (04) : 1144 - 1156