"The city of Ramadi witnessed heavy confrontations and fighting last week between security forces" and IS, Anbar police chief Staff Major General Kadhim al-Fahdawi said, putting the toll at 30 police killed and 100 wounded.
Parts of the capital of Anbar province have been out of government control since early 2014, and IS seized more territory in the Ramadi area this month.
Major attacks also hit other areas of Anbar last week, including three suicide bombings claimed by IS targeting the Iraqi side of the Trebil border crossing with Jordan on Saturday that officials said killed seven people.
Obeidi yesterday rejected reports that more than 100 soldiers were killed in the violence, which was originally said to have taken place in the Nadhim al-Tharthar area, but which he said was actually 30 kilometres to the south.
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Rumours of the massive death toll sparked calls for a demonstration in Baghdad and for Obeidi to be questioned by parliament or resign.
Iraqi security forces control pockets of territory in Anbar, a vast desert province that stretches from the borders with Syria, Jordan and Saudi Arabia to the western approaches to Baghdad.