Progressive Convolutional Neural Network for Incremental Learning

In this paper, we present a novel incremental learning technique to solve the catastrophic forgetting problem observed in the CNN architectures. We used a progressive deep neural network to incrementally learn new classes while keeping the performance of the network unchanged on old classes. The inc...

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Bibliographic Details
Main Authors: Zahid Ali Siddiqui, Unsang Park
Format: Article
Language:English
Published: MDPI AG 2021-08-01
Series:Electronics
Subjects:
CNN
Online Access:https://www.mdpi.com/2079-9292/10/16/1879