Real Time Multi Object Detection for Blind Using Single Shot Multibox Detector

被引:29
作者
Arora, Adwitiya [1 ]
Grover, Atul [1 ]
Chugh, Raksha [1 ]
Reka, S. Sofana [1 ]
机构
[1] VIT Univ, Sch Elect Engn, Chennai Campus, Chennai, Tamil Nadu, India
关键词
Deep neural network; Single shot multibox detector; Text to speech; Mean average precision; Rectified linear unit;
D O I
10.1007/s11277-019-06294-1
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
According to world health statistics 285 million out of 7.6 billion population suffers visual impairment; hence 4 out of 100 people are blind. Absence of vision restricts the mobility of a person to pronounced extent and hence there is a need to build an explicit device to conquer guiding aid to the prospect. This paper proposes to build a prototype that performs real time object detection using image segmentation and deep neural network. Further the object, its position with respect to the person and accuracy of detection is prompted through speech stimulus to the blind person. The accuracy of detection is also prompted to the device holder. This work uses a combination of single-shot multibox detection framework with mobileNet architecture to build rapid real time multi object detection for a compact, portable and minimal response time device construction.
引用
收藏
页码:651 / 661
页数:11
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