The protesters, marching on Wednesday in neighbourhoods across the capital Khartoum and the cities of Bahri and Omdurman, demanded a full handover to civilian authorities and for the leaders of the October 25 coup to be put on trial.
Security forces fired live rounds and tear gas in all three cities after mobile phone communications were cut earlier in the day, witnesses said. State television said there were injuries among protesters and police.
"The coup forces used live bullets heavily in different areas of the capital and there are tens of gunshot injuries, some of them in serious condition," said the Central Committee of Sudanese Doctors, a group aligned with the protest movement. Deaths were concentrated in Bahri, they said.
In response, protesters built barricades, emptying the streets of traffic, a Reuters witness said.
"People are just terrified right now," said an Omdurman protester.
Earlier, on a main road in Khartoum, protesters burned tyres and chanted: "The people are stronger, and retreat is impossible."
Others carried pictures of people killed in previous protests and of Abdalla Hamdok, the civilian prime minister who was put under house arrest during the coup, with the slogan: "Legitimacy comes from the street, not from the cannons."
Images of protests in towns including Port Sudan, Kassala, Dongola, Wad Madani and Geneina were posted on social media.
Security forces were heavily deployed on main roads and intersections, using tear gas early to prevent gatherings, witnesses said. Bridges across the River Nile were closed.
There was no immediate comment from the security forces and a police representative could not be reached for comment. Military leader Abdel Fattah al-Burhan has said peaceful protests are allowed and the military does not kill protesters.
The coup ended a transitional partnership between the military and a civilian coalition that helped topple autocrat Omar al-Bashir in 2019.
Despite pressure from Western states, which have suspended economic assistance, efforts at mediation have stalled, with Burhan moving to cement control with help from Bashir-era veterans
A member of the resistance committees that have led the protests said they aimed to wear down security forces by holding smaller neighbourhood demonstrations and regrouping repeatedly after being dispersed.
Protesters and a Reuters witness said they saw security forces chase protesters into neighbourhoods and homes to carry out arrests.
"We haven't ever had violence in Bahri like today's, even under the old regime," said one demonstrator, who said the air was thick with tear gas and security forces used live bullets into Wednesday night.
"The coup forces are practising excessive repression and are encircling the revolutionaries' marches in several areas," said the Sudanese Professionals Association, which has helped promote the protests.
"This was preceded by the deliberate interruption of voice and internet communications services."
Mobile internet services in Sudan have been suspended since the coup. This has complicated a campaign of anti-military rallies, strikes and civil disobedience.
The doctors' committee and other unions said in a statement that security forces had tried to raid one hospital in Omdurman and were surrounding another, releasing tear gas and blocking patients' access.
The Sudanese Congress Party, which was part of the military and civilian coalition, said one of its leaders had been arrested following a raid on his house.