The euphoria that surrounded the democracy icon's landslide electoral win in 2015 has ebbed as her party struggles to push through promised reforms.
Discontent is particularly acute in ethnic minority areas where many see Suu Kyi as working too closely with the military that ran the country for 50 years and still controls key levers of government.
With only 19 seats up for election, the poll is unlikely to alter the balance of power in a government firmly dominated by Suu Kyi's National League for Democracy.
Hundreds of voters lined up outside polling stations on the outskirts of Myanmar's commercial capital Yangon early Saturday, though the scene lacked the fanfare and enthusiasm that marked the historic 2015 polls.
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Chit Min, a resident in Dagon Seikkan suburb, told AFP many of his friends decided not to vote this time around.
"But I am sure the NLD will win again," he added.
The party will face its toughest challenge to the north in Shan State, where tens of thousands have been displaced by a surge in fighting between the army and ethnic insurgents.
The NLD "needs to understand the real situation. Sometimes they are working without any understanding of what's going on on the ground," he added.
In strife-torn Rakhine State on Myanmar's western coastline, the party will face a strong challenge not only from the local ethnic minority Arakan National Party but also the military-backed USDP.
The USDP led the transitional government that took over from the junta in 2011, but was trounced in elections four years later that swept the NLD to power.
Myanmar's economic and political elite, including the NLD, have long been dominated by the majority Bamar ethnicity.
"Now more people think MPs from ethnic parties should be in parliament," said local Nyan Soe, who was among tens of thousands who protested over the bridge.
"The NLD has not been good for ethnic people since it took power. They don't care much about how ethnic people feel."