Machine Learning Techniques for Indian Sign Language Recognition

被引:0
|
作者
Dutta, Kusumika Krori [1 ]
Bellary, Sunny Arokia Swamy [2 ]
机构
[1] MS Ramaiah Inst Technol, Dept Elect & Elect Engn, Bengaluru 560054, India
[2] Univ North Carolina Charlotte, Dept Elect & Comp Engn, USA, NC 28223 USA
关键词
Indian Sign Language; Deaf and Mute; Machine learning; Double handed sign language; single handed sign language; Dimensionality reduction; ANN; MATLAB; FACIAL EXPRESSION;
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
Over the years, communication has played a vital role in exchange of information and feelings in one's life. Sign language is the only medium through which specially abled people can connect to rest of the world through different hand gestures. With the advances in machine learning techniques, Hand gesture recognition (HGR) became a very important research topic. This paper deals with the classification of single and double handed Indian sign language recognition using machine learning algorithm with the help of MATLAB with 92-100% of accuracy.
引用
收藏
页码:333 / 336
页数:4
相关论文
共 50 条
  • [1] Indian Sign Language Recognition Using Machine Learning Techniques
    Sahoo, Ashok Kumar
    [J]. MACROMOLECULAR SYMPOSIA, 2021, 397 (01)
  • [2] Arabic Sign Language Recognition System for Alphabets Using Machine Learning Techniques
    Tharwat, Gamal
    Ahmed, Abdelmoty M.
    Bouallegue, Belgacem
    [J]. JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING, 2021, 2021
  • [3] Sign Language Recognition Using Machine Learning
    Soundarya, M.
    Yazhini, M.
    Sree, Thirumala N. S.
    Sornamalaya, N. M.
    Vinitha, C.
    [J]. 2024 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATION AND APPLIED INFORMATICS, ACCAI 2024, 2024,
  • [4] Efficient Indian sign language recognition and classification using enhanced machine learning approach
    Soji, Edwin Shalom
    Kamalakannan, T.
    [J]. INTERNATIONAL JOURNAL OF CRITICAL INFRASTRUCTURES, 2024, 20 (02)
  • [5] Deep Learning Methods for Indian Sign Language Recognition
    Likhar, Pratik
    Bhagat, Neel Kamal
    Rathna, G. N.
    [J]. 2020 IEEE 10TH INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS (ICCE-BERLIN), 2020,
  • [6] Machine Learning Models Applied in Sign Language Recognition
    Novillo Quinde, Esteban Gustavo
    Saldana Torres, Juan Pablo
    Alvarez Valdez, Michael Andres
    Llivicota Leon, John Santiago
    Hurtado Ortiz, Remigio Ismael
    [J]. PATTERN RECOGNITION, MCPR 2023, 2023, 13902 : 263 - 272
  • [7] Sign Language Recognition using the Extreme Learning Machine
    Sole, Mosiuoa M.
    Tsoeu, M. S.
    [J]. IEEE AFRICON 2011, 2011,
  • [8] Sign Language Recognition with CW Radar and Machine Learning
    Lu, Yilong
    Lang, Yue
    [J]. 2020 21ST INTERNATIONAL RADAR SYMPOSIUM (IRS 2020), 2020, : 31 - 34
  • [9] INDIAN SIGN LANGUAGE RECOGNITION
    Deora, Divya
    Bajaj, Nikesh
    [J]. 2012 1ST INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGY TRENDS IN ELECTRONICS, COMMUNICATION AND NETWORKING (ET2ECN), 2012,
  • [10] Developing an Offline and Real-Time Indian Sign Language Recognition System with Machine Learning and Deep Learning
    Priya K.
    Sandesh B.J.
    [J]. SN Computer Science, 5 (3)