The UN office for the coordination of humanitarian affairs (OCHA) said 4,250 families had fled their homes in the Ramadi area since April 8.
That day, Prime Minister Haider al-Abadi announced that the security forces, fresh from a victory in the city of Tikrit, would next seek to retake Anbar province from jihadists.
The fighting so far has centred around the provincial capital Ramadi, 100 kilometres (60 miles) west of Baghdad, and the Garma area farther east.
OCHA said 9,000 people were forced to leave the northern Albu Faraj area for the centre of Ramadi, "where they have taken up refuge in schools and mosques, or have moved on to Baghdad."
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The interior ministry said that 1,800 families newly displaced from Anbar had travelled to the capital.
According to the International Organisation for Migration, the total number of people displaced in Iraq is close to 2.7 million.
Many of those are from Anbar, where fighting between government forces and militants had displaced hundreds of thousands even before IS overran most of the province in June last year.
Analysts have warned that retaking the vast province is an unrealistic target for Iraq's restructuring security services and that even more limited goals in Anbar would pose serious challenges.