Optimization of Categorizing Driver's Head Motion for Driving Assistance Systems

被引：0

作者：

Ito, Momoyo ^{[1
]}

Sato, Kazuhito ^{[2
]}

Fukumi, Minoru ^{[1
]}

机构：

[1] Univ Tokushima, Inst Sci & Technol, Tokushima 770, Japan

[2] Akita Prefectural Univ, Fac Syst Sci & Technol, Akita, Japan

来源：

2012 PROCEEDINGS OF SICE ANNUAL CONFERENCE (SICE) | 2012年

关键词：

Driving assistance system; SOMs; Fuzzy ART;

D O I：

暂无

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

Many car accidents are caused by driver's deviation from normal condition like carelessness. We aim to construct a driving assist system that is able to detect driver's deviation signal from normal condition. The system detects the deviation signal using driver's time-series head motion information. In this paper, we optimize categorization of driver's head motion using two kinds of unsupervised neural networks: Self-Organizing Maps and Fuzzy Adaptive Resonance Theory, and discuss the relation between vigilance parameter and integrated categories.

引用

页码：471 / 474

页数：4

共 50 条

[21] Driver models for personalised driving assistance
Lefevre, Stephanie
Carvalho, Ashwin
Gao, Yiqi
Tseng, H. Eric
Borrelli, Francesco
VEHICLE SYSTEM DYNAMICS, 2015, 53 (12) : 1705 - 1720
[22] Driving with Black Box Assistance: Teleoperated Driving Interface Design Guidelines for Computational Driver Assistance Systems in Unstructured Environments
Yun, Hyeonggeun
Cho, Younggeol
Ha, Arim
Yun, Jihyeok
PROCEEDINGS OF THE 15TH INTERNATIONAL CONFERENCE ON AUTOMOTIVE USER INTERFACES AND INTERACTIVE VEHICULAR APPLICATIONS, AUTOMOTIVEUI 2023, 2023, : 156 - 166
[23] 4th ATZ Conference Driver Assistance Systems — From Assistance to Automated Driving
Heerwagen, Mathias, 2018, Springer Nature (120) : 7 - 8
[24] Influence of a Multimodal Assistance Supporting Anticipatory Driving on the Driving Behavior and Driver's Acceptance
Hajek, Hermann
Popiv, Daria
Just, Mariana
Bengler, Klaus
HUMAN CENTERED DESIGN (HCD), 2011, 6776 : 217 - 226
[25] Driver Assistance Systems
Stiller, Christoph
IT-INFORMATION TECHNOLOGY, 2007, 49 (01): : 3 - 4
[26] Future driver assistance systems - Product liability and driver's responsibility
Feldges, J
PROCEEDINGS OF THE 1996 IEEE INTELLIGENT VEHICLES SYMPOSIUM, 1996, : 319 - 322
[27] Head Pose Estimation Using Isophote Features for Driver Assistance Systems
Zhang, Xuetao
Zheng, Nanning
Mu, Fan
He, Yongjian
2009 IEEE INTELLIGENT VEHICLES SYMPOSIUM, VOLS 1 AND 2, 2009, : 568 - 572
[28] Application of the Structure from Motion Technology in the Field of Driver Assistance Systems
Platonov, Juri
Kaczmarczyk, Pawel
Gebauer, Thomas
FAHRERASSISTENZ UND INTEGRIERTE SICHERHEIT, 2012, 2166 : 63 - 73
[29] 3rd International ATZ Conference Driver Assistance Systems — From Assistance to Automated Driving
Schöttle, Markus
ATZ worldwide, 2017, 119 (09) : 74 - 77
[30] On the road safety benefits of advanced driver assistance systems in different driving contexts
Masello, Leandro
Castignani, German
Sheehan, Barry
Murphy, Finbarr
Mcdonnell, Kevin
TRANSPORTATION RESEARCH INTERDISCIPLINARY PERSPECTIVES, 2022, 15

← 1 2 3 4 5 →