VHP claimed it only asked the couples to leave the spot, a popular hangout place for youngsters, and that its members did not attack anyone.
On receiving information about the action of these groups at the riverfront, the police rushed to the spot and took into custody those who were threatening the couples and asking them to leave.
An official at the zone-1 police said they detained around 10 people from the spot.
"We have detained some people, and deployed adequate police force at the spot to prevent any untoward incident during the day," Sabarmati Riverfront Police Station inspector SJ Baloch said.
In some videos recorded by passers-by purportedly of the incident, several people carrying saffron flags and wielding sticks could be seen threatening couples to leave the spot.
The city unit of the VHP yesterday said it would stage protests on the riverfront against the Valentines' Day celebration which, the outfit claimed, was "against Indian culture".
Taking responsibility for the incident, VHP media coordinator for north Gujarat, Hemendra Trivedi, said, "As announced by us, the VHP and Bajrang Dal members today held protests at the riverfront. We only asked couples to leave. We did not attack anyone."
"Several of our workers were detained by the police. We are against the celebration of the Valentine's Day because it is against the Indian culture," Mr Trivedi said.
Get the latest election news, live updates and election schedule for Lok Sabha Elections 2019 on ndtv.com/elections. Like us on Facebook or follow us on Twitter and Instagram for updates from each of the 543 parliamentary seats for the 2019 Indian general elections.