I used resizing of photos in NextGen gallery plugin and this was the problem. So I will not use this function anymore and everything will be fine. Thank you for your help.
For example http://m-gallery.cz/hradni-slavnosti-2015/ … original photos have more live and brighter colors and more contrast than those displayed via NextGEN gallery.
