Online Versatile Incremental Learning: Towards Class and Domain-Agnostic Adaptation at Any Time
This work introduces Online VIL (Online Versatile Incremental Learning), a novel scenario where class concepts and visual domains evolve simultaneously online without explicit boundaries, and proposes a novel framework TopFlow, Topology preservation with Flow matching representation that contains two complementary mech...