TY - GEN
T1 - Incremental face recognition
T2 - 19th International Conference on Neural Information Processing, ICONIP 2012
AU - Kim, Sangwook
AU - Mallipeddi, Rammohan
AU - Lee, Minho
PY - 2012
Y1 - 2012
N2 - To overcome the plasticity-stability dilemma in incremental face recognition algorithms, we propose a model that employs - short-term memory (STM) and long-term memory (LTM) based on the Atkinson theory. During the incremental learning the STM can learn the incoming data quickly but due to the limited capacity tends to forget the previously learnt data while trying to learn the new incoming data. Conversely, LTM takes more time to learn the new data but can incorporate the new incoming data effectively while maintaining the previously learnt data. In this paper, we try to improve the learning capability of the STM by using the information present in the LTM by a recall process. To show the effectiveness of the recall process, we evaluated the performance of the STM with and without the recall operation. Experimental results show the successful face recognition performance of the proposed method and the importance of the recall process.
AB - To overcome the plasticity-stability dilemma in incremental face recognition algorithms, we propose a model that employs - short-term memory (STM) and long-term memory (LTM) based on the Atkinson theory. During the incremental learning the STM can learn the incoming data quickly but due to the limited capacity tends to forget the previously learnt data while trying to learn the new incoming data. Conversely, LTM takes more time to learn the new data but can incorporate the new incoming data effectively while maintaining the previously learnt data. In this paper, we try to improve the learning capability of the STM by using the information present in the LTM by a recall process. To show the effectiveness of the recall process, we evaluated the performance of the STM with and without the recall operation. Experimental results show the successful face recognition performance of the proposed method and the importance of the recall process.
KW - face recognition
KW - long-term memory
KW - short-term memory
KW - stability and plasticity dilemma
UR - https://www.scopus.com/pages/publications/84869042380
U2 - 10.1007/978-3-642-34475-6_24
DO - 10.1007/978-3-642-34475-6_24
M3 - Conference contribution
AN - SCOPUS:84869042380
SN - 9783642344749
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 194
EP - 201
BT - Neural Information Processing - 19th International Conference, ICONIP 2012, Proceedings
Y2 - 12 November 2012 through 15 November 2012
ER -