BAGHDAD (AFP) - More than half of the Iraqis displaced by conflict to other parts of the country have returned to their homes, the UN migration agency said on Thursday (Jan 4).

At the end of December, more than 3.2 million displaced Iraqis had gone home while 2.6 millions still lived away, the International Organisation for Migration (IOM) said.

Iraqi forces have regained large swathes of the country from the Islamic State in Iraq and Syria (ISIS) group since the militants seized them in 2014, sending tens of thousands running for their lives.

In December, Baghdad declared victory over ISIS after a three-year war against the extremists that caused tens of thousands more to flee.

"The retaking of areas by the Iraqi forces is significant, as is the improvement of security," said IOM communications officer Sandra Black.

Nearly one-third are reported to have returned to houses that have been significantly or completely damaged, she said.

Around 60 per cent went back to housing that was only moderately damaged.

Other infrastructure has also been affected in the fighting, with residents in some areas reporting no water or power supply.

More than one million Iraqis have returned home to the Sunni-majority western province of Anbar, from which Iraqi forces expelled the last militants late last year.

More than a third of those internally displaced are in the northern province of Nineveh, after tens of thousands fled the second-largest city Mosul during the months-long military campaign to retake the city.