Caroline Graham Hansen scored after five minutes and Isabell Herlovsen beat goalkeeper Kim Min-jung from the spot six minutes into the second half.
Yeo Min-ji converted in the 78th minute but couldn't spark a South Korean comeback.
South Korea went 0-3 in France with one goal while allowing eight. Norway advanced to the round of 16 as runners up in Group A, which was won by host nation France.
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