This is Benibana - bastard saffron or safflower or thistle saffron.
I also went to benibana garaden, it bloom so much.
But I heard it is not so good this year because it was bad weather on May.
I got the seed of benibana, I gave that to my wife and she will plant it and will bloom in my garden.