A Review on Path Selection and Navigation Approaches Towards an Assisted Mobility of Visually Impaired People

被引:4
作者
Nawaz, Waqas [1 ]
Khan, Kifayat Ullah [2 ]
Bashir, Khalid [1 ]
机构
[1] Islamic Univ Madinah, Dept Comp & Informat Syst, Madinah, Saudi Arabia
[2] Natl Univ Comp & Emerging Sci, Dept Comp Sci, Intelligent Knowledge Min & Analyt IKMA Lab, Islamabad, Pakistan
关键词
Navigation; Path Planning; Visually Impaired; Information Systems; Obstacle Detection; Autonomous Mobility; ALGORITHM;
D O I
10.3837/tiis.2020.08.007
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Some things come easily to humans, one of them is the ability to navigate around. This capability of navigation suffers significantly in case of partial or complete blindness, restricting life activity. Advances in the technological landscape have given way to new solutions aiding navigation for the visually impaired. In this paper, we analyze the existing works and identify the challenges of path selection, context awareness, obstacle detection/identification and integration of visual and nonvisual information associated with real-time assisted mobility. In the process, we explore machine learning approaches for robotic path planning, multi constrained optimal path computation and sensor based wearable assistive devices for the visually impaired. It is observed that the solution to problem is complex and computationally intensive and significant effort is required towards the development of richer and comfortable paths for safe and smooth navigation of visually impaired people. We cannot overlook to explore more effective strategies of acquiring surrounding information towards autonomous mobility.
引用
收藏
页码:3270 / 3294
页数:25
相关论文
共 69 条
[1]   NavCog: A Navigational Cognitive Assistant for the Blind [J].
Ahmetovic, Dragan ;
Gleason, Cole ;
Ruan, Chengxiong ;
Kitani, Kris ;
Takagi, Hironobu ;
Asakawa, Chieko .
PROCEEDINGS OF THE 18TH INTERNATIONAL CONFERENCE ON HUMAN-COMPUTER INTERACTION WITH MOBILE DEVICES AND SERVICES (MOBILEHCI'16), 2016, :90-99
[2]  
[Anonymous], 1982, SPATIAL STRUCTURE DE
[3]  
[Anonymous], 1994, P 1 ANN ACM C ASSIST, DOI [DOI 10.1145/191028.191051, 10.1145/191028.191051]
[4]  
[Anonymous], 2006, PROC 15 ACM INT C IN
[5]  
Barranco MJ, 2012, ADV INTELL SYST, V171, P153
[6]  
Bartoli F, 2018, INT C PATT RECOG, P1941, DOI 10.1109/ICPR.2018.8545447
[7]   Magnitude, temporal trends, and projections of the global prevalence of blindness and distance and near vision impairment: a systematic review and meta-analysis [J].
Bourne, Rupert R. A. ;
Flaxman, Seth R. ;
Braithwaite, Tasanee ;
Cicinelli, Maria V. ;
Das, Aditi ;
Jonas, Jost B. ;
Keeffe, Jill ;
Kempen, John H. ;
Leasher, Janet ;
Limburg, Hans ;
Naidoo, Kovin ;
Pesudovs, Konrad ;
Resnikoff, Serge ;
Silvester, Alex ;
Stevens, Gretchen A. ;
Tahhan, Nina ;
Wong, Tien Y. ;
Taylor, Hugh R. .
LANCET GLOBAL HEALTH, 2017, 5 (09) :E888-E897
[8]  
Bravo Andrea Peralta, 2018, Highlights of Practical Applications of Agents, Multi-Agent Systems, and Complexity: The PAAMS Collection: International Workshops of PAAMS 2018. Communications in Computer and Information Science (887), P392, DOI 10.1007/978-3-319-94779-2_34
[9]  
Brilhault Adrien., 2011, 4 IFIP INT C NEW TEC, P1, DOI [10.1109/NTMS.2011.5721061, DOI 10.1109/NTMS.2011.5721061]
[10]   FlyMap: Interacting with Maps Projected from a Drone [J].
Brock, Anke M. ;
Chatain, Julia ;
Park, Michelle ;
Fang, Tommy ;
Hachet, Martin ;
Landay, James A. ;
Cauchard, Jessica R. .
PROCEEDINGS PERVASIVE DISPLAYS 2018: THE 7TH ACM INTERNATIONAL SYMPOSIUM ON PERVASIVE DISPLAYS, 2018,