Hey,
I am seeing lots of images for favicon under themfolder/images/favicon

Do I need to remove all the beta images and upload my favicon image with same name to change the favicon ?

I want this as as my favicon to the site, [refer attachment]

Kindly help,

I am seeing lots of beta favicon images

Correct, you must replace all for best experience. There are online tools that can generate favicons