Conservative Generator, Progressive Discriminator: Coordination of Adversaries in Few-shot Incremental Image Synthesis. (arXiv:2207.14491v1 [cs.CV])

The capacity to learn incrementally from an online stream of data is an
envied trait of human learners, as deep neural networks typically suffer from
catastrophic forgetting and stability-plasticity dilemma. Several works have
previously explored incremental few-shot learning, a task with greater
challenges due to data constraint, mostly in classification setting with mild
success. In this work, we study the underrepresented task of generative
incremental few-shot learning. To effectively handle the inherent challenges of
incremental learning and few-shot learning, we …

arxiv cv generator image incremental