Sign Language Recognition

被引:0
|
作者
Karayilan, Tulay [1 ]
Kilic, Ozkan [1 ]
机构
[1] Yildirim Beyazit Univ, Dept Comp Engn, Ankara, Turkey
关键词
human-computer interaction; hand gesture recognition; artificial neural network; multilayer perceptron; hack-propagation; Static Hand Gesture Translator; American Sign Language (ASL); finger spelling;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Millions of people around the world suffer from hearing disability. This large number demonstrates the importance of developing a sign language recognition system converting sign language to text for sign language to become clearer to understand without a translator. In this paper, a sign language recognition system using Backpropagation Neural Network Algorithm is proposed based on American Sign Language. The neural network of this system used extracted image features as input and it was trained using back propagation algorithm to recognize which letter was the given letter with accuracy of respectively 70% and 85% with two proposed classifiers.
引用
收藏
页码:1122 / 1126
页数:5
相关论文
共 50 条
  • [31] Viewpoint invariant sign language recognition
    Wang, Q
    Chen, XL
    Zhang, LG
    Wang, CL
    Gao, W
    [J]. 2005 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), VOLS 1-5, 2005, : 3025 - 3028
  • [32] Sign Language Recognition: A Deep Survey
    Rastgoo, Razieh
    Kiani, Kourosh
    Escalera, Sergio
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2021, 164
  • [33] Sign Language Recognition By Image Analysis
    Buyuksarac, Buket
    Bulut, Mehmet Mete
    Akar, Gozde Bozdagi
    [J]. 2016 24TH SIGNAL PROCESSING AND COMMUNICATION APPLICATION CONFERENCE (SIU), 2016, : 417 - 420
  • [34] A SEGMENTATION METHOD FOR SIGN LANGUAGE RECOGNITION
    OHIRA, E
    SAGAWA, H
    SAKIYAMA, T
    OHKI, M
    [J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 1995, E78D (01) : 49 - 57
  • [35] Isolated sign language characters recognition
    [J]. Santosa, P.I. (insap@jteti.gadjahmada.edu), 1600, Universitas Ahmad Dahlan (11):
  • [36] Sign Language Recognition Using Kinect
    Lang, Simon
    Block, Marco
    Rojas, Raul
    [J]. ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, PT I, 2012, 7267 : 394 - 402
  • [37] TOWARDS MULTILINGUAL SIGN LANGUAGE RECOGNITION
    Tornay, Sandrine
    Razavi, Marzieh
    Magimai-Doss, Mathew
    [J]. 2020 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2020, : 6309 - 6313
  • [38] Proposed System for Sign Language Recognition
    Salian, Shashank
    Dokare, Indu
    Serai, Dhiren
    Suresh, Aditya
    Ganorkar, Pranav
    [J]. 2017 INTERNATIONAL CONFERENCE ON COMPUTATION OF POWER, ENERGY INFORMATION AND COMMUNICATION (ICCPEIC), 2017, : 58 - 62
  • [39] Recognition and Classification of Sign Language for Spanish
    Saldana Gonzalez, Griselda
    Cerezo Sanchez, Jorge
    Bustillo Diaz, Mario Mauricio
    Ata Perez, Apolonio
    [J]. COMPUTACION Y SISTEMAS, 2018, 22 (01): : 271 - 277
  • [40] Natural Language-Assisted Sign Language Recognition
    Zuo, Ronglai
    Wei, Fangyun
    Mak, Brian
    [J]. 2023 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2023, : 14890 - 14900