Co-Training on Handwritten Digit Recognition

被引：0

作者：

Du, Jun ^{[1
]}

Ling, Charles X. ^{[1
]}

机构：

[1] Univ Western Ontario, Dept Comp Sci, London, ON N6A 5B7, Canada

来源：

ADVANCES IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS | 2009年 / 5549卷

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper, we apply a semi-supervised learning paradigm - co-training to handwritten digit recognition, so as to construct high-performance recognition model with very few labeled images. Experimental results show that; based on arbitrary two types of given features, co-training can always achieve high accuracy. Thus, it provides a generic and robust approach to construct high performance model with very few labeled handwritten digit images.

引用

页码：203 / +

页数：2

共 50 条

[1] Co-Training for Handwritten Word Recognition
Frinken, Volkmar
Fischer, Andreas
Bunke, Horst
Fornes, Alicia
[J]. 11TH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION (ICDAR 2011), 2011, : 314 - 318
[2] Hand Posture Recognition with Co-Training
Fang, Yikai
Cheng, Jian
Wang, Jinqiao
Wang, Kongqiao
Liu, Jing
Lu, Hanqing
[J]. 19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6, 2008, : 514 - +
[3] A CO-TRAINING APPROACH TO AUTOMATIC FACE RECOGNITION
Zhao, Xuran
Evans, Nicholas
Dugelay, Jean-Luc
[J]. 19TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO-2011), 2011, : 1979 - 1983
[4] Arabic handwritten digit recognition
Sherif Abdleazeem
Ezzat El-Sherif
[J]. International Journal of Document Analysis and Recognition (IJDAR), 2008, 11 : 127 - 141
[5] Arabic handwritten digit recognition
Abdleazeem, Sherif
El-Sherif, Ezzat
[J]. INTERNATIONAL JOURNAL ON DOCUMENT ANALYSIS AND RECOGNITION, 2008, 11 (03) : 127 - 141
[6] FIRMLP for Handwritten Digit Recognition
Codrescu, Cristinel
[J]. PROCEEDINGS OF 2016 15TH INTERNATIONAL CONFERENCE ON FRONTIERS IN HANDWRITING RECOGNITION (ICFHR), 2016, : 483 - 488
[7] Neocognitron for handwritten digit recognition
Fukushima, K
[J]. NEUROCOMPUTING, 2003, 51 : 161 - 180
[8] Integrating co-training and recognition for text detection
Wu, W
Chen, DT
Yang, J
[J]. 2005 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME), VOLS 1 AND 2, 2005, : 1167 - 1170
[9] Influence of Training Data on the Invertability of Neural Networks for Handwritten Digit Recognition
Adler, Antonia
Geierhos, Michaela
Hobley, Eleanor
[J]. 20TH IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA 2021), 2021, : 730 - 737
[10] HANDWRITTEN DIGIT RECOGNITION BY NEURAL NETWORKS WITH SINGLE-LAYER TRAINING
KNERR, S
PERSONNAZ, L
DREYFUS, G
[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 1992, 3 (06): : 962 - 968

← 1 2 3 4 5 →