A Neural Network Based Technique for Staircase Detection using Smart Phone Images

被引:0
|
作者
Ramteke, Anurag [1 ]
Parabattina, Bhagath [2 ]
Das, Pradip K. [1 ]
机构
[1] ITT Guwahati, Dept CSE, Gauhati, Assam, India
[2] Lakireddy Bali Reddy Coll Engn, Dept CSE, Mylavaram, Andhra Pradesh, India
来源
2021 SIXTH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, SIGNAL PROCESSING AND NETWORKING (WISPNET) | 2021年
关键词
Stair detection; RGB Image; Image Pixels; Horizontal Edge Detection; GPS Metadata; Neural Network;
D O I
10.1109/WISPNET51692.2021.9419425
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The problem of stair case detection is important for various applications that include accident avoidance for elderly people and visually impaired persons. This also has significance in autonomous robotic systems that requires a stairs detection module. The proposed system addresses the problem of stair case detection using handheld mobile devices. The algorithm works using images captured in a mobile phone. It uses both image and geo-spatial features. The performance of individual features in the context of stair detection is studied using a neural network based system. The obtained results with the proposed algorithm is explained in the paper.
引用
收藏
页码:374 / 379
页数:6
相关论文
共 50 条
  • [31] Neural Gray: A Color Constancy Technique Using Neural Network
    Faghih, Mohammad Mehdi
    Moghaddam, Mohsen Ebrahimi
    COLOR RESEARCH AND APPLICATION, 2014, 39 (06) : 571 - 581
  • [32] A novel deep neural network for hidden target detection in images
    Hendaoui, Rabeb
    Nabiyev, Vasif
    KUWAIT JOURNAL OF SCIENCE, 2022, 49 (04) : 34 - 42
  • [33] Development of Nodding Detection using Neural Network Based on Communication Characteristics
    Ota, Shunsuke
    Jindai, Mitsuru
    Yasuda, Toshiyuki
    Sejima, Yoshihiro
    2017 56TH ANNUAL CONFERENCE OF THE SOCIETY OF INSTRUMENT AND CONTROL ENGINEERS OF JAPAN (SICE), 2017, : 943 - 945
  • [34] Neural Network based Anomaly Detection
    Callegari, Christian
    Giordano, Stefano
    Pagano, Michele
    2014 IEEE 19TH INTERNATIONAL WORKSHOP ON COMPUTER AIDED MODELING AND DESIGN OF COMMUNICATION LINKS AND NETWORKS (CAMAD), 2014, : 310 - 314
  • [35] Brain Tumour Detection using Unsupervised Learning based Neural Network
    Goswami, Suchita
    Bhaiya, Lalit Kumar P.
    2013 INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS AND NETWORK TECHNOLOGIES (CSNT 2013), 2013, : 573 - 577
  • [36] A Fall Detection Study Based on Neural Network Algorithm Using AHRS
    Zhang, Qingbin
    Tian, Guohui
    Ding, Nana
    Zhang, Yanru
    2013 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION (ICIA), 2013, : 773 - 779
  • [37] Distance Estimation using Polynomial Approximation and Neural Network Based on RSSI technique
    Gadhgadhi, Achref
    Hachaichi, Yassine
    Zairi, Hassan
    2019 19TH INTERNATIONAL CONFERENCE ON SCIENCES AND TECHNIQUES OF AUTOMATIC CONTROL AND COMPUTER ENGINEERING (STA), 2019, : 24 - 29
  • [38] Using neural network technique in vision-based robot curve tracking
    Zhao, Qingjie
    Wang, Fasheng
    Sun, Zengqi
    2006 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-12, 2006, : 3817 - +
  • [39] Technique of information hiding based on neural network
    Xu, Li
    Tao, Gu
    INDEPENDENT COMPONENT ANALYSES, WAVELETS, UNSUPERVISED NANO-BIOMIMETIC SENSORS, AND NEURAL NETWORKS V, 2007, 6576
  • [40] Detection of smart card attacks using neural networks
    El Farissi, Authors Ilhame
    Azizi, Mostafa
    Moussaoui, Mimoun
    2012 INTERNATIONAL CONFERENCE ON MULTIMEDIA COMPUTING AND SYSTEMS (ICMCS), 2012, : 949 - 954