The UN says the violence suffered by civilians in Iraq “remains staggering”, with at least 18,800 killed between 1 January 2014 and 31 October 2015.
Some 3.2 million people have also been displaced internally over the same period, according to a new report.
The UN accuses so-called Islamic State, which controls large parts of Iraq, of systematic violence amounting to crimes against humanity and possibly genocide.
Alleged abuses by troops, militiamen and Kurdish forces were also recorded.
UN High Commissioner for Human Rights Zeid Ra’ad Al Hussein said the report “starkly illustrates what Iraqi refugees are attempting to escape when they flee to Europe and other regions. This is the horror they face in their homelands”.
The report, by the United Nations Assistance Mission for Iraq and the Office of the High Commissioner for Human Rights, is based on interviews with the displaced and direct testimony from victims, survivors or witnesses of rights abuses.
It says the figures of 18,802 civilians killed and 36,245 wounded between 1 January 2014 and 31 October 2015 could be much higher.
In particular, the figures from the conflict-torn western province of Anbar, much of which is held by IS, might not fully reflect the situation.
About half of the deaths were recorded in Baghdad province and improvised explosive devices (IEDs) were the deadliest tactic used against civilians.
Nevertheless, the figures for civilian deaths are still significantly below those recoded at the height of the sectarian insurgency in Iraq in 2006 and 2007.
The report says: “So-called Islamic State continues to commit systematic and widespread violence and abuses of international human rights law and humanitarian law.
“These acts may, in some instances, amount to war crimes, crimes against humanity, and possibly genocide.”
The report documents killings by IS militants “in gruesome public spectacles, including by shooting, beheading, bulldozing, burning alive and throwing people off the top of buildings”.
It notes that up to 900 children have been abducted in the IS-held northern city of Mosul, to be indoctrinated and given military training.
Women and children were also subjected to “sexual violence”, the report states.
See where IS have made territorial gains and losses, Jan-Dec 2015
The UN Special Representative for Iraq, Jan Kubis, said the “scourge of IS continues to kill, maim and displace Iraqi civilians in the thousands and to cause untold suffering”.
The report also documents alleged violations, including abductions and unlawful killings, by government forces, militiamen, members of the paramilitary Popular Mobilisation forces and Kurdish Peshmerga fighters.
Civilians displaced by the conflict face difficulties in finding safety and if they do can be subjected to arbitrary arrests or forced expulsions, the UN says.
Mr Kubis urged the Iraqi government to “use all means to ensure law and order, necessary for the voluntary return of the internally displaced to their place of origin”.
Mr Hussein said the “obscene” casualty figures did not fully reflect the suffering of civilians as many had died “from the lack of access to basic food, water or medical care”.
The most up-to-date UN estimate of internally displaced people in neighbouring Syria is 6.5 million, while more than 4.6 million others have fled to neighbouring states – including almost 245,000 to Iraq.
More than 250,000 people are estimated to have been killed since the conflict erupted there in 2011.