Joshua Wong, 19, was at the forefront of mass rallies which brought parts of the semi-autonomous Chinese city to a standstill in 2014 as residents called for fully free elections for future leaders.
The 79-day protest which blocked several major roads failed to win any concessions from the Hong Kong or Chinese governments.
Wong's announcement came at a time when more radical young activists are gaining a foothold in mainstream politics, with one student leader who calls for independence from China taking tens of thousands of votes in a recent poll.
He said the new party would aimed to nurture politicians who could push for "self-determination" among residents over the city's future.
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Wong cannot himself stand for election until he is 21.
Hong Kong was returned to China by Britain in 1997 under a "one country, two systems" deal which for at least 50 years allows it much greater freedoms than seen on the mainland.
But there are fears that Beijing's influence is increasing and these freedoms are being eroded.