Brian C. Lovell

SID: Incremental Learning for Anchor-Free Object Detection via Selective and Inter-Related Distillation

2020 · arXiv (Cornell University)

Incremental learning requires a model to continually learn new tasks from streaming data. However, traditional fine-tuning of a well-trained deep neural network on a new task will dramatically degrade performance on the old task -- …