In a real-world setting, object instances from new classes can be
continuously encountered by object detectors. When existing object detectors
are applied to such scenarios, their performance on old classes deteriorates
significantly. A few efforts have been reported to address this limitation, all
of which apply variants of knowledge distillation to avoid c