为听障人士设计的智能对话框

T. Limpiti, Sudarat Khamyan, Setthawut Chumsaeng, N. Puttarak
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引用次数: 0

摘要

有严重听力障碍的人与正常人之间的对话很困难,因为懂手语的人很少。因此,为了方便对话,我们设计并开发了一个便携式对话框,可以在没有翻译的情况下使用。该系统通过相机捕捉聋哑人的手部图像来检测他们的手语。对图像进行预处理,提取方向梯度直方图(HOG)作为图像特征。多类支持向量机使用hog作为输入对字母进行分类。听力正常的人通过麦克风接收语音回复,并通过谷歌云语音API进行翻译。这两个部分都由微机处理,产生对话的信息。对话框显示在图形用户界面上。系统还可以将会话日志记录到数据库中。
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A smart dialogue box for the hearing impaired
Conversations between a person with severe hearing impairment and a hearing person is difficult because people who know sign language are rare. Therefore, to facilitate the conversation, we design and develop a portable dialogue box that can be used without an interpreter. The system detects sign language of a deaf person by capturing hand images with a camera. The images are pre-processed and the histograms of oriented gradients (HOG) are extracted as image features. A multi-class support vector machine uses the HOGs as inputs to classify the alphabets. The vocal reply from a hearing person is received through a microphone and interpreted via Google cloud speech API. Both parts are processed by a microcomputer to produce messages of the conversation. The dialogue is displayed on the graphical user interface. The system can also record the conversation logs into the database.
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