mozilla/DeepSpeech

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

Open

#2,089 opened on 2019年5月2日

GitHub で見る
 (8 comments) (0 reactions) (0 assignees)C++ (4,093 forks)batch import
enhancementhelp wanted

Repository metrics

Stars
 (26,755 stars)
PR merge metrics
 (30d に merged PR はありません)

説明

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?

コントリビューターガイド