Skip to main content
Erschienen in: Journal on Multimodal User Interfaces 2/2019

18.03.2019 | Original Paper

Investigating driver gaze behavior during lane changes using two visual cues: ambient light and focal icons

verfasst von: Andreas Löcken, Fei Yan, Wilko Heuten, Susanne Boll

Erschienen in: Journal on Multimodal User Interfaces | Ausgabe 2/2019

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Currently, lane change decision aid systems primarily address foveal vision and thus compete for drivers’ attention with interfaces of other assistant systems. Also, alternative modalities such as acoustic perception (Mahapatra et al., in: 2008 International conference on advanced computer theory and engineering, pp 992–995. https://​doi.​org/​10.​1109/​ICACTE.​2008.​165, 2008), tactile perception (Löcken et al., in: Adjunct proceedings of the 7th international conference on automotive user interfaces and interactive vehicular applications, AutomotiveUI ’15, pp 32–37. ACM, New York, NY, USA. https://​doi.​org/​10.​1145/​2809730.​2809758, 2015), or peripheral vision (Löcken et al., in: Proceedings of the 7th international conference on automotive user interfaces and interactive vehicular applications, AutomotiveUI ’15, pp 204–211. ACM, New York, NY, USA. https://​doi.​org/​10.​1145/​2799250.​2799259, 2015), have been introduced for lane change support. We are especially interested in ambient light displays (ALD) addressing peripheral vision since they can adapt to the driver’s attention using changing saliency levels (Matthews et al., in: Proceedings of the 17th Annual ACM symposium on user interface software and technology, UIST ’04, pp 247–256, ACM. https://​doi.​org/​10.​1145/​1029632.​1029676, 2004). The primary objective of this research is to compare the effect of ambient light and focal icons on driving performance and gaze behavior. We conducted two driving simulator experiments. The first experiment evaluated an ambient light cue in a free driving scenario. The second one focused on the difference in gaze behavior between ALD and focal icons, called “abstract faces with emotional expressions” (FEE). The results show that drivers decide more often for safe gaps in rightward maneuvers with ambient light cues. Similarly, drivers decide to overtake more often when the gaps are big enough with both displays in the second experiment. Regarding gaze behavior, drivers looked longer towards the forward area, and less often and shorter into the side mirrors when using ALD. This effect supports the assumption that drivers perceive the ALD with peripheral vision. In contrast, FEE did not significantly affect the gaze behavior when compared to driving without assistance. These results help us to understand the effect of different modalities on performance and gaze behavior, and to explore appropriate modalities for lane change support.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
4.
Zurück zum Zitat Beggiato M, Pereira M, Petzoldt T, Krems J (2015) Learning and development of trust, acceptance and the mental model of ACC. A longitudinal on-road study. Transp Res F Traffic Psychol Behav 35:75–84CrossRef Beggiato M, Pereira M, Petzoldt T, Krems J (2015) Learning and development of trust, acceptance and the mental model of ACC. A longitudinal on-road study. Transp Res F Traffic Psychol Behav 35:75–84CrossRef
6.
Zurück zum Zitat Breznitz S (2013) Cry wolf: the psychology of false alarms, 1st edn. Psychology Press, LondonCrossRef Breznitz S (2013) Cry wolf: the psychology of false alarms, 1st edn. Psychology Press, LondonCrossRef
8.
Zurück zum Zitat Coughlin JF, Reimer B, Mehler B (2011) Monitoring, managing, and motivating driver safety and well-being. IEEE Pervasive Comput. 10(3):14–21CrossRef Coughlin JF, Reimer B, Mehler B (2011) Monitoring, managing, and motivating driver safety and well-being. IEEE Pervasive Comput. 10(3):14–21CrossRef
10.
Zurück zum Zitat Dziennus M, Kelsch J, Schieben A (2015) Ambient light based interaction concept for an integrative driver assistance system—a driving simulator study. In: Proceedings of the Human Factors and Ergonomics Society Europe chapter 2015 annual conference Dziennus M, Kelsch J, Schieben A (2015) Ambient light based interaction concept for an integrative driver assistance system—a driving simulator study. In: Proceedings of the Human Factors and Ergonomics Society Europe chapter 2015 annual conference
11.
Zurück zum Zitat Engström J, Markkula G (2007) Effects of visual and cognitive distraction on lane change test performance. In: Proceedings of the fourth international driving symposium on human factors in driver assessment, training and vehicle design, pp 199–205 Engström J, Markkula G (2007) Effects of visual and cognitive distraction on lane change test performance. In: Proceedings of the fourth international driving symposium on human factors in driver assessment, training and vehicle design, pp 199–205
12.
Zurück zum Zitat Frischen A, Eastwood JD, Smilek D (2008) Visual search for faces with emotional expressions. Psychol Bull 134(5):662CrossRef Frischen A, Eastwood JD, Smilek D (2008) Visual search for faces with emotional expressions. Psychol Bull 134(5):662CrossRef
13.
Zurück zum Zitat Fuhl W, Kübler T, Sippel K, Rosenstiel W, Kasneci E (2015) Excuse: robust pupil detection in real-world scenarios. In: Azzopardi G, Petkov N (eds) Computer analysis of images and patterns. Springer, Cham, pp 39–51CrossRef Fuhl W, Kübler T, Sippel K, Rosenstiel W, Kasneci E (2015) Excuse: robust pupil detection in real-world scenarios. In: Azzopardi G, Petkov N (eds) Computer analysis of images and patterns. Springer, Cham, pp 39–51CrossRef
14.
Zurück zum Zitat Fuhl W, Santini TC, Kübler T, Kasneci E (2016) Else: ellipse selection for robust pupil detection in real-world environments. In: Proceedings of the ninth Biennial ACM symposium on eye tracking research and applications, ETRA ’16, pp 123–130. ACM, New York, NY, USA. https://doi.org/10.1145/2857491.2857505 Fuhl W, Santini TC, Kübler T, Kasneci E (2016) Else: ellipse selection for robust pupil detection in real-world environments. In: Proceedings of the ninth Biennial ACM symposium on eye tracking research and applications, ETRA ’16, pp 123–130. ACM, New York, NY, USA. https://​doi.​org/​10.​1145/​2857491.​2857505
15.
Zurück zum Zitat Habenicht S, Winner H, Bone S, Sasse F, Korzenietz P (2011) A maneuver-based lane change assistance system. In: Intelligent vehicles symposium (IV), 2011 IEEE, pp 375–380. IEEE Habenicht S, Winner H, Bone S, Sasse F, Korzenietz P (2011) A maneuver-based lane change assistance system. In: Intelligent vehicles symposium (IV), 2011 IEEE, pp 375–380. IEEE
16.
Zurück zum Zitat Hassel L, Hagen E (2006) Adaptation of an automotive dialogue system to users’ expertise and evaluation of the system. Lang Resour Eval 40(1):67–85CrossRef Hassel L, Hagen E (2006) Adaptation of an automotive dialogue system to users’ expertise and evaluation of the system. Lang Resour Eval 40(1):67–85CrossRef
18.
Zurück zum Zitat Hothorn T, Hornik K, van de Wiel MA, Zeileis A (2008) Implementing a class of permutation tests: the coin package. J Stat Softw 28(8):1–23CrossRef Hothorn T, Hornik K, van de Wiel MA, Zeileis A (2008) Implementing a class of permutation tests: the coin package. J Stat Softw 28(8):1–23CrossRef
19.
Zurück zum Zitat ISO 15007-1:2014: Road vehicles - measurement of driver visual behaviour with respect to transport information and control systems - part 1: Definitions and parameters. Standard, International Organization for Standardization, Geneva, CH. https://www.iso.org/standard/56621.html ISO 15007-1:2014: Road vehicles - measurement of driver visual behaviour with respect to transport information and control systems - part 1: Definitions and parameters. Standard, International Organization for Standardization, Geneva, CH. https://​www.​iso.​org/​standard/​56621.​html
20.
Zurück zum Zitat ISO 17387:2008 (2008) Intelligent transport systems—lane change decision aid systems (lcdas)—performance requirements and test procedures. Standard, International Organization for Standardization, Geneva, CH ISO 17387:2008 (2008) Intelligent transport systems—lane change decision aid systems (lcdas)—performance requirements and test procedures. Standard, International Organization for Standardization, Geneva, CH
21.
Zurück zum Zitat Janarthanam S, Lemon O (2014) Adaptive generation in dialogue systems using dynamic user modeling. Comput Linguist 40(4):883–920CrossRef Janarthanam S, Lemon O (2014) Adaptive generation in dialogue systems using dynamic user modeling. Comput Linguist 40(4):883–920CrossRef
22.
Zurück zum Zitat Kollock P (1994) The emergence of exchange structures: an experimental study of uncertainty, commitment, and trust. Am J Sociol 100(2):313–345CrossRef Kollock P (1994) The emergence of exchange structures: an experimental study of uncertainty, commitment, and trust. Am J Sociol 100(2):313–345CrossRef
24.
Zurück zum Zitat Lee JD, See KA (2004) Trust in automation: designing for appropriate reliance. Hum Factor 46(1):50–80CrossRef Lee JD, See KA (2004) Trust in automation: designing for appropriate reliance. Hum Factor 46(1):50–80CrossRef
25.
Zurück zum Zitat Löcken A, Buhl H, Heuten W, Boll S (2015) Tacticar: towards supporting drivers during lane change using vibro-tactile patterns. In: Adjunct proceedings of the 7th international conference on automotive user interfaces and interactive vehicular applications, AutomotiveUI ’15, pp 32–37. ACM, New York, NY, USA. https://doi.org/10.1145/2809730.2809758 Löcken A, Buhl H, Heuten W, Boll S (2015) Tacticar: towards supporting drivers during lane change using vibro-tactile patterns. In: Adjunct proceedings of the 7th international conference on automotive user interfaces and interactive vehicular applications, AutomotiveUI ’15, pp 32–37. ACM, New York, NY, USA. https://​doi.​org/​10.​1145/​2809730.​2809758
26.
Zurück zum Zitat Löcken A, Heuten W, Boll S (2015) Supporting lane change decisions with ambient light. In: Proceedings of the 7th international conference on automotive user interfaces and interactive vehicular applications, AutomotiveUI ’15, pp 204–211. ACM, New York, NY, USA. https://doi.org/10.1145/2799250.2799259 Löcken A, Heuten W, Boll S (2015) Supporting lane change decisions with ambient light. In: Proceedings of the 7th international conference on automotive user interfaces and interactive vehicular applications, AutomotiveUI ’15, pp 204–211. ACM, New York, NY, USA. https://​doi.​org/​10.​1145/​2799250.​2799259
27.
Zurück zum Zitat Löcken A, Heuten W, Boll S (2016) Enlightening drivers: a survey on in-vehicle light displays. In: Proceedings of the 8th international conference on automotive user interfaces and interactive vehicular applications, Automotive’UI 16, pp 97–104. ACM, New York, NY, USA. https://doi.org/10.1145/3003715.3005416 Löcken A, Heuten W, Boll S (2016) Enlightening drivers: a survey on in-vehicle light displays. In: Proceedings of the 8th international conference on automotive user interfaces and interactive vehicular applications, Automotive’UI 16, pp 97–104. ACM, New York, NY, USA. https://​doi.​org/​10.​1145/​3003715.​3005416
28.
Zurück zum Zitat Löcken A, Müller H, Heuten W, Boll S (2015) An experiment on ambient light patterns to support lane change decisions. In: Intelligent vehicles symposium (IV), 2015 IEEE, pp 505–510. IEEE Löcken A, Müller H, Heuten W, Boll S (2015) An experiment on ambient light patterns to support lane change decisions. In: Intelligent vehicles symposium (IV), 2015 IEEE, pp 505–510. IEEE
30.
Zurück zum Zitat Mankoff J, Dey AK, Hsieh G, Kientz J, Lederer S, Ames M (2003) Heuristic evaluation of ambient displays. In: Proceedings of the SIGCHI conference on Human factors in computing systems, pp 169–176. ACM Mankoff J, Dey AK, Hsieh G, Kientz J, Lederer S, Ames M (2003) Heuristic evaluation of ambient displays. In: Proceedings of the SIGCHI conference on Human factors in computing systems, pp 169–176. ACM
31.
Zurück zum Zitat Matthews T, Dey AK, Mankoff J, Carter S, Rattenbury T (2004) A toolkit for managing user attention in peripheral displays. In: Proceedings of the 17th annual ACM symposium on user interface software and technology, UIST ’04, pp 247–256. ACM. https://doi.org/10.1145/1029632.1029676 Matthews T, Dey AK, Mankoff J, Carter S, Rattenbury T (2004) A toolkit for managing user attention in peripheral displays. In: Proceedings of the 17th annual ACM symposium on user interface software and technology, UIST ’04, pp 247–256. ACM. https://​doi.​org/​10.​1145/​1029632.​1029676
32.
Zurück zum Zitat Matviienko A, Cobus V, Müller H, Fortmann J, Löcken A, Boll S, Rauschenberger M, Timmermann J, Trappe C, Heuten W (2015) Deriving design guidelines for ambient light systems. In: Proceedings of the 14th international conference on mobile and ubiquitous multimedia, MUM ’15, pp 267–277. ACM, New York, NY, USA. https://doi.org/10.1145/2836041.2836069 Matviienko A, Cobus V, Müller H, Fortmann J, Löcken A, Boll S, Rauschenberger M, Timmermann J, Trappe C, Heuten W (2015) Deriving design guidelines for ambient light systems. In: Proceedings of the 14th international conference on mobile and ubiquitous multimedia, MUM ’15, pp 267–277. ACM, New York, NY, USA. https://​doi.​org/​10.​1145/​2836041.​2836069
34.
Zurück zum Zitat Petzoldt T, Krems JF (2014) How does a lower predictability of lane changes affect performance in the lane change task? Appl Ergon 45(4):1218–1224CrossRef Petzoldt T, Krems JF (2014) How does a lower predictability of lane changes affect performance in the lane change task? Appl Ergon 45(4):1218–1224CrossRef
35.
Zurück zum Zitat Pfromm M, Cieler S, Bruder R (2013) Driver assistance via optical information with spatial reference. In: 16th International IEEE conference on intelligent transportation systems (ITSC 2013), pp 2006–2011. IEEE Pfromm M, Cieler S, Bruder R (2013) Driver assistance via optical information with spatial reference. In: 16th International IEEE conference on intelligent transportation systems (ITSC 2013), pp 2006–2011. IEEE
36.
Zurück zum Zitat Piechulla W, Mayser C, Gehrke H, König W (2003) Reducing drivers’ mental workload by means of an adaptive man–machine interface. Transp Res F Traffic Psychol Behav 6(4):233–248CrossRef Piechulla W, Mayser C, Gehrke H, König W (2003) Reducing drivers’ mental workload by means of an adaptive man–machine interface. Transp Res F Traffic Psychol Behav 6(4):233–248CrossRef
37.
41.
Zurück zum Zitat Uchiyama Y, Kojima Si, Hongo T, Terashima R, Wakita T (2002) Voice information system adapted to driver’s mental workload. In: Proceedings of the human factors and ergonomics society annual meeting, vol 46, pp 1871–1875. SAGE Publications Sage CA, Los Angeles, CA Uchiyama Y, Kojima Si, Hongo T, Terashima R, Wakita T (2002) Voice information system adapted to driver’s mental workload. In: Proceedings of the human factors and ergonomics society annual meeting, vol 46, pp 1871–1875. SAGE Publications Sage CA, Los Angeles, CA
44.
Zurück zum Zitat Yan F, Eilers M, Baumann M, Luedtke A (2016) Development of a lane change assistance system adapting to driver’s uncertainty during decision-making. In: Proceedings of the 8th international conference on automotive user interfaces and interactive vehicular applications adjunct, pp 93–98. ACM Yan F, Eilers M, Baumann M, Luedtke A (2016) Development of a lane change assistance system adapting to driver’s uncertainty during decision-making. In: Proceedings of the 8th international conference on automotive user interfaces and interactive vehicular applications adjunct, pp 93–98. ACM
46.
Zurück zum Zitat Yan F, Eilers M, Lüdtke A, Baumann M (2016) Developing a model of driver’s uncertainty in lane change situations for trustworthy lane change decision aid systems. In: Intelligent vehicles symposium (IV), 2016 IEEE, pp 406–411. IEEE Yan F, Eilers M, Lüdtke A, Baumann M (2016) Developing a model of driver’s uncertainty in lane change situations for trustworthy lane change decision aid systems. In: Intelligent vehicles symposium (IV), 2016 IEEE, pp 406–411. IEEE
47.
Zurück zum Zitat Yan F, Weber L, Luedtke A (2015) Classifying driver’s uncertainty about the distance gap at lane changing for developing trustworthy assistance systems. In: Intelligent vehicles symposium (IV), 2015 IEEE, pp 1276–1281. IEEE Yan F, Weber L, Luedtke A (2015) Classifying driver’s uncertainty about the distance gap at lane changing for developing trustworthy assistance systems. In: Intelligent vehicles symposium (IV), 2015 IEEE, pp 1276–1281. IEEE
Metadaten
Titel
Investigating driver gaze behavior during lane changes using two visual cues: ambient light and focal icons
verfasst von
Andreas Löcken
Fei Yan
Wilko Heuten
Susanne Boll
Publikationsdatum
18.03.2019
Verlag
Springer International Publishing
Erschienen in
Journal on Multimodal User Interfaces / Ausgabe 2/2019
Print ISSN: 1783-7677
Elektronische ISSN: 1783-8738
DOI
https://doi.org/10.1007/s12193-019-00299-7

Weitere Artikel der Ausgabe 2/2019

Journal on Multimodal User Interfaces 2/2019 Zur Ausgabe