Zilla is a free photo/video backup assistant that helps you to keep your memories backed up to your Flickr account.
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To remove a photo from your Flickr favorite list, simply mouse over 'You' which appears at the top left corner of your Flickr Homepage and then select Favorites. Click the Favorite icon i.e. the 'Solid star' icon on a photo to remove it.