公开(公告)号：US20200175384A1

公开(公告)日：2020-06-04

申请号：US16255737

申请日：2019-01-23

Applicant: Samsung Electronics Co., Ltd.

Inventor： Junting Zhang ,  Jie Zhang ,  Shalini Ghosh ,  Dawei Li ,  Serafettin Tasci ,  Larry Heck

IPC: G06N5/02 ,  G06N20/00

Abstract: Methods, devices, and computer-readable media for incremental learning in image classification and/or object detection. A method for incremental learning includes identifying, for a model for object detection or classification, a first set of object classes the model is trained to detect or classify and adapting the model for use with a second set of object classes different from the first set of object classes to generate an adapted model. The method further includes retaining detection or classification performance on the first set of object classes in the adapted model by performing a knowledge distillation process for the model; and using the adapted model to detect or classify one or more objects from the first set of object classes and one or more objects from the second set of object classes.