Hide time-second scrollbar in video tag?

How I can hide time-second scrollbar in video tag using HTML or javaScript:

Setting controls="false" as suggested by @Praveen removes all controls. I want to remove the time-second scrollbar.

Here is my code:

<video width="320" height="240" controls>
  <source src="movie.mp4" type="video/mp4">
  <source src="movie.ogg" type="video/ogg">
  Your browser does not support the video tag.
</video>

Thanks.

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