How to rescue my videos back?

 I just stopped using that USB drive

An excellent approach.

searched over the internet and wondered to find a practical way to get all these videos back.

And I’m sure you found there are hundreds of tools for undeleting files.  And all free to download. Unfortunately 99% are not free to actually recover your files.  For that function they want $$$.

The 3rd posting in this thread will help.

http://forums.sandisk.com/t5/All-SanDisk-USB-Flash-Drives/What-can-I-do-to-save-my-lost-files-off-from-the-SanDisk-USB/m-p/300485#M5808

The apps are free to download and free to run and free to recover your files.  If one doesn’t recover all your files try a different one.  Most are standalone, ie removing them once done using them is easy.