Amazon Technologies, Inc.

Pashmeen Mistry

Rahul Bhotika

Stefano Soatto

Avinash Aghoram Ravichandran

Gurumurthy Swaminathan

Zhizhong Li

Tz-Ying Wu

Techniques for class-incremental learning with pretrained machine learning models are described. According to some examples, a pretrained machine learning model that is capable of recognizing objects belonging to a set of object classes is extended to add capability for recognizing additional object classes, without significantly reducing the accuracy of the model for recognizing objects belonging to any of the object classes in the original set of object classes (aka catastrophic forgetting).

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San Jose, CA, United States of America

Pashmeen Mistry