Yes, it happens, even as the leaves are turning reddish-brown and falling off. There are several autumn-blooming trees around the National Mall.
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DC's cherry blossoms reach peak bloom
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An incredible view with both cherry blossoms and autumn leaves together!
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In D.C., a busy beaver gnaws on cherry trees near the Jefferson Memorial - The Washington Post