A Context-Aware-Based Audio Guidance System for Blind People Using a Multimodal Profile Model

被引:16
作者
Lin, Qing [1 ]
Han, Youngjoon [1 ]
机构
[1] Soongsil Univ, Dept Elect Engn, Seoul 156743, South Korea
基金
新加坡国家研究基金会;
关键词
electronic mobility aids; sensor fusion; object detection; Bayesian network; context-aware guidance; multimodal information transformation; MEAN-SHIFT; NAVIGATION; SPACE;
D O I
10.3390/s141018670
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
A wearable guidance system is designed to provide context-dependent guidance messages to blind people while they traverse local pathways. The system is composed of three parts: moving scene analysis, walking context estimation and audio message delivery. The combination of a downward-pointing laser scanner and a camera is used to solve the challenging problem of moving scene analysis. By integrating laser data profiles and image edge profiles, a multimodal profile model is constructed to estimate jointly the ground plane, object locations and object types, by using a Bayesian network. The outputs of the moving scene analysis are further employed to estimate the walking context, which is defined as a fuzzy safety level that is inferred through a fuzzy logic model. Depending on the estimated walking context, the audio messages that best suit the current context are delivered to the user in a flexible manner. The proposed system is tested under various local pathway scenes, and the results confirm its efficiency in assisting blind people to attain autonomous mobility.
引用
收藏
页码:18670 / 18700
页数:31
相关论文
共 32 条
[1]  
[Anonymous], 2004, P IEEE RSJ INT C INT
[2]  
[Anonymous], INT C COMP VIS PATT
[3]   Human navigation and mapping with a 6DOF IMU and a laser scanner [J].
Baglietto, Marco ;
Sgorbissa, Antonio ;
Verda, Damiano ;
Zaccaria, Renato .
ROBOTICS AND AUTONOMOUS SYSTEMS, 2011, 59 (12) :1060-1069
[4]  
BOURBAKIS N, 2008, P 20 IEEE INT C TOOL
[5]  
Bourbakis N.G., 2009, P IEEE INT C SYST MA
[6]   Sensing surrounding 3-D space for navigation of the blind - A prototype system featuring vibration arrays and data fusion provides a near real-time feedback [J].
Bourbakis, Nikolaos .
IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 2008, 27 (01) :49-55
[7]  
Brock M., 2013, P ACM C PERV UB COMP
[8]   Gaussian mean-shift is an EM algorithm [J].
Carreira-Perpinan, Miguel A. .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2007, 29 (05) :767-776
[9]  
Chen L., 2010, P 4 INT C GEN EV COM
[10]   Mean shift: A robust approach toward feature space analysis [J].
Comaniciu, D ;
Meer, P .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (05) :603-619