Rwandans lined up on Monday to elect their next president, with incumbent Paul Kagame widely expected to win a fourth term and extend his near quarter century in charge of the East African country.

The two men standing against him - Frank Habineza from the Democratic Green Party and independent Philippe Mpayimana - said they were hoping to make some progress, but analysts and rights groups said Kagame's overwhelming victory was all but certain.

Kagame, who got more than 93% of the vote at the last three elections, won praise from Western and regional leaders at the time for helping end the 1994 genocide in Rwanda. The U.S. State Department and others have also lauded the development of the economy.

Campaign groups including Human Rights Watch have accused authorities of cracking down on journalists, the opposition and civil society groups before the vote. Kagame has dismissed such accusations and described himself as the stability candidate.

His reelection could signal a measure of political stability for his corner of a fractured region, but also continued global scrutiny, given the accusations of abuses and of supporting rebels in neighbouring Democratic Republic of Congo - a charge he has also denied.

The electoral commission barred eight other candidates, including Kagame's most vocal critics, from running, citing a range of reasons including missing and incomplete registration documents.

Democratic Green Party candidate Habineza, whose deputy was found dead and almost beheaded in the run-up to the 2010 vote, said there had been signs of progress.

"We toured the entire country, and wherever we went, people welcomed us warmly. They gave us gifts and assured us they would vote for us," Habineza said after voting.

"We have to maintain this momentum and not regress," he added.

"We are confident, each of us is confident, it's half and half," independent presidential candidate Mpayimana told journalists after casting his vote.

The U.S. State Department says on its website Rwanda has made "progress in developing national and local government institutions, economic development, maintaining security (and) promoting reconciliation".

It also says it backs Rwanda efforts to "increase democratic participation (and) enhance respect for civil and political rights".