Intelligent sign language interaction system and method for self-adaptive gesture recognition
A gesture recognition and interactive system technology, applied in the field of intelligent sign language interactive system for adaptive gesture recognition, can solve the problems of not taking into account individual differences and regional differences, and the accuracy of sign language recognition results is not high, and achieve low-cost customization Effects of development, enrichment of data types, and simplification of device structure
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Embodiment 1
[0057] Such as figure 1 As shown, in this embodiment, an intelligent sign language interactive system for adaptive gesture recognition is disclosed, including a sign language data collection module, a sign language translation module and a voice output module, and the system also includes a user feedback module and a feedback information processing module;
[0058] The sign language data collection module is used to collect the user's sign language data;
[0059] The sign language translation module is used to use the translation model to translate sign language data and obtain translation results;
[0060] The user feedback module is used to judge whether the output translation result is correct, and if the translation result is wrong, the user corrects the output translation result to generate feedback information;
[0061] The feedback information processing module is used to update the translation model according to the feedback information, and then send the updated tran...
Embodiment 2
[0118] An intelligent sign language interaction method for adaptive gesture recognition, comprising the following steps:
[0119] Step 1. Collect the sign language data of the current user, preprocess the sign language data, and obtain the preprocessed sign language data;
[0120] In this step, due to the wide variety of sign language data, it can be the motion sequence collected by the data glove, or the image action sequence collected, or a combination of the two. In order to improve the accuracy of sign language data collection, In this step, the sign language data is preprocessed.
[0121] Optionally, step 1.1, collecting user gesture action sequences;
[0122] In this embodiment, the sequence of collecting user gestures is {P 1,i,j,q ,P 2,i,j,q ,…P n,i,j,q}, where i represents the i-th sign language student, j represents the j-th standard action, q represents the q-th type sensor, P 1,i,j,q Indicates the start of the action, P n,i,j,q Indicates the end of the action...
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