mozilla/DeepSpeech

Feature Request: Free captcha service to improve verification of machine learning content

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#2,089 创建于 2019年5月2日

 (8 条评论) (0 个反应) (0 位负责人)C++ (4,093 个派生)batch import
enhancementhelp wanted

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描述

There is already an excellent web application to get new language data. Would it be possible, to improve the quality of verification tasks by implementing a free captcha service like reCAPTCHA? In my opinion google heavily uses the "user feedback" of reCAPTCHA to improve their machine learning tasks.

I would prefer using an open source product instead of reCAPTCHA on my web pages. The whole app should be localized, so that every language could be improved.

I thought about the following possibilities:

  • type in the words you hear: Cut unqualified creative commons audio data and make it useable for machine learning tasks via user feedback
  • select the words you hear - if there is already some feedback but not enough verification
  • order the following audio samples by quality - to get a bunch of high quality samples
  • please choose the pictures that match your language - to improve dictionaries and provide a visual alternative to the audio parts...

Problems:

  • DeepSpeech could be used, to break the captcha itself
  • The data quality decreases because of bots trying to solve the captchas

What do you think? Is it worth the effort?

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