Real-Time Obstacle Detection System in Indoor Environment for the Visually Impaired Using Microsoft Kinect Sensor

المؤلفون المشاركون

Vuillerme, Nicolas
Pham, Huy-Hieu
Le, Thi-Lan

المصدر

Journal of Sensors

العدد

المجلد 2016، العدد 2016 (31 ديسمبر/كانون الأول 2016)، ص ص. 1-13، 13ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2015-12-28

دولة النشر

مصر

عدد الصفحات

13

التخصصات الرئيسية

هندسة مدنية

الملخص EN

Any mobility aid for the visually impaired people should be able to accurately detect and warn about nearly obstacles.

In this paper, we present a method for support system to detect obstacle in indoor environment based on Kinect sensor and 3D-image processing.

Color-Depth data of the scene in front of the user is collected using the Kinect with the support of the standard framework for 3D sensing OpenNI and processed by PCL library to extract accurate 3D information of the obstacles.

The experiments have been performed with the dataset in multiple indoor scenarios and in different lighting conditions.

Results showed that our system is able to accurately detect the four types of obstacle: walls, doors, stairs, and a residual class that covers loose obstacles on the floor.

Precisely, walls and loose obstacles on the floor are detected in practically all cases, whereas doors are detected in 90.69% out of 43 positive image samples.

For the step detection, we have correctly detected the upstairs in 97.33% out of 75 positive images while the correct rate of downstairs detection is lower with 89.47% from 38 positive images.

Our method further allows the computation of the distance between the user and the obstacles.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Pham, Huy-Hieu& Le, Thi-Lan& Vuillerme, Nicolas. 2015. Real-Time Obstacle Detection System in Indoor Environment for the Visually Impaired Using Microsoft Kinect Sensor. Journal of Sensors،Vol. 2016, no. 2016, pp.1-13.
https://search.emarefa.net/detail/BIM-1110433

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Pham, Huy-Hieu…[et al.]. Real-Time Obstacle Detection System in Indoor Environment for the Visually Impaired Using Microsoft Kinect Sensor. Journal of Sensors No. 2016 (2016), pp.1-13.
https://search.emarefa.net/detail/BIM-1110433

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Pham, Huy-Hieu& Le, Thi-Lan& Vuillerme, Nicolas. Real-Time Obstacle Detection System in Indoor Environment for the Visually Impaired Using Microsoft Kinect Sensor. Journal of Sensors. 2015. Vol. 2016, no. 2016, pp.1-13.
https://search.emarefa.net/detail/BIM-1110433

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1110433