OPTOELECTRONIC THRESHOLDING MODULE FOR WINNER-TAKE-ALL OPERATIONS IN OPTICAL NEURAL NETWORKS

被引：13

作者：

BERGERON, A ^{[1
]}

ARSENAULT, HH ^{[1
]}

EUSTACHE, E ^{[1
]}

GINGRAS, D ^{[1
]}

机构：

[1] UNIV LAVAL, CTR OPT PHOTON & LASER, ST FOY G1K 7P4, PQ, CANADA

来源：

APPLIED OPTICS | 1994年 / 33卷 / 08期

关键词：

OPTICAL NEURAL NETWORKS; LIQUID-CRYSTAL TELEVISION; OPTOELECTRONIC THRESHOLDER; WINNER TAKE ALL; CORRELATION;

D O I：

10.1364/AO.33.001463

中图分类号：

O43 [光学];

学科分类号：

070207 ; 0803 ;

摘要：

A simple optoelectronic architecture for carrying out optical thresholding operations is proposed. The architecture is suitable for optical neural network implementations and for image processing. The module is based on liquid-crystal television, on a CCD camera, and on beam-sampling optical components. The module does not need an additional light source, shows translation invariance, and does not break the beam propagation path. Experimental results involving images and correlations are presented. Finally, an architecture for an automatic winner-take-all extractor for neural network architectures is proposed.

引用

页码：1463 / 1468

页数：6

共 50 条

[21] Layer winner-take-all neural networks based on existing competitive structures
Chen, CM
Yang, JF
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2000, 30 (01): : 25 - 30
[22] Winner-Take-All Autoencoders
Makhzani, Alireza
Frey, Brendan
ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 28 (NIPS 2015), 2015, 28
[23] Dynamic Analysis of Winner-Take-All Neural Networks with Global Inhibitory Feedback
Yu, Yongbin
Jin, Ju
Zhang, Rongquan
Ebong, Idongesit E.
Mazumder, Pinaki
2015 34TH CHINESE CONTROL CONFERENCE (CCC), 2015, : 3497 - 3500
[24] CONNECTIONISM AND EPISTEMOLOGY, GOLDMAN ON WINNER-TAKE-ALL NETWORKS
THAGARD, P
PHILOSOPHIA, 1989, 19 (2-3) : 189 - 196
[25] Dynamics of winner-take-all competition in recurrent neural networks with lateral inhibition
Mao, Zhi-Hong
Massaquoi, Steve G.
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2007, 18 (01): : 55 - 69
[26] Collective Stability of Networks of Winner-Take-All Circuits
Rutishauser, Ueli
Douglas, Rodney J.
Slotine, Jean-Jacques
NEURAL COMPUTATION, 2011, 23 (03) : 735 - 773
[27] The winner-take-all dilemma
Kikuchi, Kazuya
Koriyama, Yukio
THEORETICAL ECONOMICS, 2023, 18 (03) : 917 - 940
[28] WINNER-TAKE-ALL - REPLY
ROWSEY, L
NEW YORK TIMES BOOK REVIEW, 1995, : 48 - 48
[29] Prototype-Based Interpretation of the Functionality of Neurons in Winner-Take-All Neural Networks
Zarei-Sabzevar, Ramin
Ghiasi-Shirazi, Kamaledin
Harati, Ahad
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 34 (11) : 9016 - 9028
[30] OPTICAL IMPLEMENTATION OF WINNER-TAKE-ALL NEURAL NETWORK USING ELECTRON TRAPPING MATERIALS
YANG, XY
SEIDERMAN, W
ATHALE, RA
ASTOR, M
CAVIRIS, NP
OPTICS COMMUNICATIONS, 1992, 93 (1-2) : 33 - 38

← 1 2 3 4 5 →