A Deep Learning Models for Blind Guidance by Integrating CNN and ELM

Hsin Yi Tsai, Hanyu Zhang, Che Lun Hung, Fang Rong Hsu

研究成果: Conference contribution同行評審

1 引文 斯高帕斯(Scopus)

摘要

Sign recognition is a challenging task but has many important applications. Blind guidance system in one of them. Besides accuracy, which is one of the main metrics as in many other applications, blind guidance system demands real-time response in addition to make the application practical in real word. In this paper, we propose to combine ELM classifier with Deep Convolutional Features, which are obtained from some popular CNNs including AlexNet, GoogLeNet and ResNet, etc., to reduce both training time and prediction time and meanwhile maintain the same level of accuracy comparing to a transfer learning scheme with a single hidden dense layer. Experiments on toilet sign images demonstrate that the proposed method may perform much faster and maintain comparable accuracy. Performance comparisons are also investigated with different CNNs and hyper-parameters.

原文English
主出版物標題Proceedings - 20th International Conference on High Performance Computing and Communications, 16th International Conference on Smart City and 4th International Conference on Data Science and Systems, HPCC/SmartCity/DSS 2018
發行者Institute of Electrical and Electronics Engineers Inc.
頁面1229-1234
頁數6
ISBN(電子)9781538666142
DOIs
出版狀態Published - 22 1月 2019
事件20th International Conference on High Performance Computing and Communications, 16th IEEE International Conference on Smart City and 4th IEEE International Conference on Data Science and Systems, HPCC/SmartCity/DSS 2018 - Exeter, United Kingdom
持續時間: 28 6月 201830 6月 2018

出版系列

名字Proceedings - 20th International Conference on High Performance Computing and Communications, 16th International Conference on Smart City and 4th International Conference on Data Science and Systems, HPCC/SmartCity/DSS 2018

Conference

Conference20th International Conference on High Performance Computing and Communications, 16th IEEE International Conference on Smart City and 4th IEEE International Conference on Data Science and Systems, HPCC/SmartCity/DSS 2018
國家/地區United Kingdom
城市Exeter
期間28/06/1830/06/18

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