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
  • [41] Deep Learning for Sign Language Recognition: Current Techniques, Benchmarks, and Open Issues
    Al-Qurishi, Muhammad
    Khalid, Thariq
    Souissi, Riad
    [J]. IEEE ACCESS, 2021, 9 : 126917 - 126951
  • [42] Multimodal Learning for Sign Language Recognition
    Ferreira, Pedro M.
    Cardoso, Jaime S.
    Rebelo, Ana
    [J]. PATTERN RECOGNITION AND IMAGE ANALYSIS (IBPRIA 2017), 2017, 10255 : 313 - 321
  • [43] Sign Language Recognition: Learning American Sign Language in a Virtual Environment
    Schioppo, Jacob
    Meyer, Zachary
    Fabiano, Diego
    Canavan, Shaun
    [J]. CHI EA '19 EXTENDED ABSTRACTS: EXTENDED ABSTRACTS OF THE 2019 CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS, 2019,
  • [44] Vision Based Deep Learning Approach for Dynamic Indian Sign Language Recognition in Healthcare
    Uchil, Aditya P.
    Jha, Smriti
    Sudha, B. G.
    [J]. COMPUTATIONAL VISION AND BIO-INSPIRED COMPUTING, 2020, 1108 : 371 - 383
  • [45] Named Entity Recognition using Machine Learning Techniques for Telugu language
    Khanam, M. Humera
    Khudhus, Md A.
    Babu, M. S. Prasad
    [J]. PROCEEDINGS OF 2016 IEEE 7TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE (ICSESS 2016), 2016, : 940 - 944
  • [46] Recognition of Indian Sign Language using Feature Fusion
    Agrawal, Subhash Chand
    Jalal, Anand Singh
    Bhatnagar, Charul
    [J]. 4TH INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN COMPUTER INTERACTION (IHCI 2012), 2012,
  • [47] A Weighted Deep Ensemble for Indian Sign Language Recognition
    Gupta, Rinki
    Bhatnagar, Ananya Shekhar
    Singh, Ghanapriya
    [J]. IETE JOURNAL OF RESEARCH, 2024, 70 (03) : 2493 - 2500
  • [48] Indian Sign Language Recognition Using Kinect Sensor
    Mehrotra, Kapil
    Godbole, Atul
    Belhe, Swapnil
    [J]. IMAGE ANALYSIS AND RECOGNITION (ICIAR 2015), 2015, 9164 : 528 - 535
  • [49] Real time Indian sign language recognition system
    Musthafa, Najla
    Raji, C. G.
    [J]. MATERIALS TODAY-PROCEEDINGS, 2022, 58 : 504 - 508
  • [50] Real-Time Recognition of Indian Sign Language
    Mariappan, Muthu H.
    Gomathi, V
    [J]. 2019 SECOND INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE IN DATA SCIENCE (ICCIDS 2019), 2019,