A Crowdsourcing Approach to Promote Safe Walking for Visually Impaired People | |
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學年 | 103 |
學期 | 1 |
發表日期 | 2014-11-03 |
作品名稱 | A Crowdsourcing Approach to Promote Safe Walking for Visually Impaired People |
作品名稱(其他語言) | |
著者 | Chi-Yi Lin; Shih-Wen Huang; Hui-Huang Hsu |
作品所屬單位 | |
出版者 | |
會議名稱 | International Conference on Smart Computing (SMARTCOMP 2014) |
會議地點 | Hong Kong, China |
摘要 | Visually impaired people have difficulty in walking freely because of the obstacles or the stairways along their walking paths, which can lead to accidental falls. Many researchers have devoted to promoting safe walking for visually impaired people by using smartphones and computer vision. In this research we propose an alternative approach to achieve the same goal - we take advantage of the power of crowdsourcing with machine learning. Specifically, by using smartphones carried by a vast amount of visually normal people, we can collect the tri-axial accelerometer data along with the corresponding GPS coordinates in large geographic areas. Then, machine learning techniques are used to analyze the data, turning them into a special topographic map in which the regions of outdoor stairways are marked. With the map installed in the smartphones carried by the visually impaired people, the Android App we developed can monitor their current outdoor locations and then enable an acoustic alert whey they are getting close to the stairways. |
關鍵字 | Android (operating system);Global Positioning System;accelerometers;handicapped aids;learning (artificial intelligence);mobile computing;smart phones |
語言 | en_US |
收錄於 | |
會議性質 | 國際 |
校內研討會地點 | 無 |
研討會時間 | 20141103~20141105 |
通訊作者 | Hui-Huang Hsu |
國別 | CHN |
公開徵稿 | |
出版型式 | |
出處 | International Conference on Smart Computing (SMARTCOMP 2014), pp.7-12 |
相關連結 |
機構典藏連結 ( http://tkuir.lib.tku.edu.tw:8080/dspace/handle/987654321/106399 ) |