DocumentCode :
722646
Title :
Magemite: Character inputting system based on magnetic sensor
Author :
Yuyang Ke ; Yan Xiong ; Yiqing Hu ; Xudong Gong ; Wenchao Huang
Author_Institution :
Dept. of Comput. Sci. & Technol., Univ. of Sci. & Technol. of China, Hefei, China
fYear :
2015
fDate :
14-17 June 2015
Firstpage :
1
Lastpage :
3
Abstract :
We propose Magemite, a fine-grained input system that exploits the around device space (ADS) as an expansion of the limited input area. The key insight underlying Magemite is, magnetic sensor integrated in smart devices can sense nearby magnetic field strength. Using a permanent magnet, users could “write” in ADS to communicate with matched devices. Different from previous magnetic-sensing schemes that recognize only coarse-grained gestures, Magemite can recognize user´s fine-grained input like characters. However, individual´s diverse writing patterns affect the recognition accuracy. To address this challenge, we preprocess the input trajectories and abstract different features of trajectories to uniquely identify user´s input, then use these feature vectors to train several pattern recognition models for character recognition. We evaluate Magemite in various scenarios, and experimental results show Magemite can achieve average recognition accuracy over 85%.
Keywords :
character recognition; interactive devices; magnetic sensors; smart phones; Magemite; around device space; character inputting system; character recognition; fine grained input system; input trajectories; magnetic field strength; magnetic sensor; pattern recognition; permanent magnet; Accuracy; Bagging; Character recognition; Feature extraction; Magnetic devices; Magnetic sensors; Trajectory; Input System; Magnetic; Pattern Recognition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
World of Wireless, Mobile and Multimedia Networks (WoWMoM), 2015 IEEE 16th International Symposium on a
Conference_Location :
Boston, MA
Type :
conf
DOI :
10.1109/WoWMoM.2015.7158175
Filename :
7158175
Link To Document :
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